Train Epoch: 00 [0000/0003 (0%)] Rec: 0.302, KLD: 0.066558525, Loss: 0.368300
====> Epoch: 00 Average loss: 0.12277
Training time for epoch: 0.88s
-------------- Validation --------------
Val rec: 0.866
======================================================
Train Epoch: 01 [0000/0003 (0%)] Rec: 0.302, KLD: 5.875031471, Loss: 6.176763
====> Epoch: 01 Average loss: 2.05892
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.866
======================================================
Train Epoch: 02 [0000/0003 (0%)] Rec: 0.302, KLD: 0.538428664, Loss: 0.840146
====> Epoch: 02 Average loss: 0.28005
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.866
======================================================
Train Epoch: 03 [0000/0003 (0%)] Rec: 0.302, KLD: 0.688433647, Loss: 0.990130
====> Epoch: 03 Average loss: 0.33004
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.865
======================================================
Train Epoch: 04 [0000/0003 (0%)] Rec: 0.302, KLD: 2.261996269, Loss: 2.563663
====> Epoch: 04 Average loss: 0.85455
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.865
======================================================
Train Epoch: 05 [0000/0003 (0%)] Rec: 0.302, KLD: 2.101063728, Loss: 2.402692
====> Epoch: 05 Average loss: 0.80090
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.865
======================================================
Train Epoch: 06 [0000/0003 (0%)] Rec: 0.302, KLD: 0.965595245, Loss: 1.267169
====> Epoch: 06 Average loss: 0.42239
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.865
======================================================
Train Epoch: 07 [0000/0003 (0%)] Rec: 0.301, KLD: 0.184774399, Loss: 0.486272
====> Epoch: 07 Average loss: 0.16209
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.864
======================================================
Train Epoch: 08 [0000/0003 (0%)] Rec: 0.301, KLD: 0.289082527, Loss: 0.590463
====> Epoch: 08 Average loss: 0.19682
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.863
======================================================
Train Epoch: 09 [0000/0003 (0%)] Rec: 0.301, KLD: 0.897049904, Loss: 1.198226
====> Epoch: 09 Average loss: 0.39941
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.862
======================================================
Train Epoch: 10 [0000/0003 (0%)] Rec: 0.301, KLD: 1.046061516, Loss: 1.346962
====> Epoch: 10 Average loss: 0.44899
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.860
======================================================
Train Epoch: 11 [0000/0003 (0%)] Rec: 0.300, KLD: 0.801682472, Loss: 1.101965
====> Epoch: 11 Average loss: 0.36732
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.856
======================================================
Train Epoch: 12 [0000/0003 (0%)] Rec: 0.299, KLD: 0.327825546, Loss: 0.627231
====> Epoch: 12 Average loss: 0.20908
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.851
======================================================
Train Epoch: 13 [0000/0003 (0%)] Rec: 0.298, KLD: 0.190734863, Loss: 0.488750
====> Epoch: 13 Average loss: 0.16292
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.842
======================================================
Train Epoch: 14 [0000/0003 (0%)] Rec: 0.296, KLD: 0.259280205, Loss: 0.554990
====> Epoch: 14 Average loss: 0.18500
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.832
======================================================
Train Epoch: 15 [0000/0003 (0%)] Rec: 0.293, KLD: 0.432133675, Loss: 0.725404
====> Epoch: 15 Average loss: 0.24180
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.822
======================================================
Train Epoch: 16 [0000/0003 (0%)] Rec: 0.291, KLD: 0.455975533, Loss: 0.747246
====> Epoch: 16 Average loss: 0.24908
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.819
======================================================
Train Epoch: 17 [0000/0003 (0%)] Rec: 0.291, KLD: 0.372529030, Loss: 0.663579
====> Epoch: 17 Average loss: 0.22119
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.819
======================================================
Train Epoch: 18 [0000/0003 (0%)] Rec: 0.291, KLD: 0.268220901, Loss: 0.559454
====> Epoch: 18 Average loss: 0.18648
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.821
======================================================
Train Epoch: 19 [0000/0003 (0%)] Rec: 0.292, KLD: 0.146031380, Loss: 0.437934
====> Epoch: 19 Average loss: 0.14598
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.823
======================================================
Train Epoch: 20 [0000/0003 (0%)] Rec: 0.292, KLD: 0.151991844, Loss: 0.444194
====> Epoch: 20 Average loss: 0.14806
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.825
======================================================
Train Epoch: 21 [0000/0003 (0%)] Rec: 0.292, KLD: 0.166893005, Loss: 0.459373
====> Epoch: 21 Average loss: 0.15312
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.824
======================================================
Train Epoch: 22 [0000/0003 (0%)] Rec: 0.293, KLD: 0.187754631, Loss: 0.480334
====> Epoch: 22 Average loss: 0.16011
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.824
======================================================
Train Epoch: 23 [0000/0003 (0%)] Rec: 0.292, KLD: 0.217556953, Loss: 0.509971
====> Epoch: 23 Average loss: 0.16999
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.823
======================================================
Train Epoch: 24 [0000/0003 (0%)] Rec: 0.292, KLD: 0.157952309, Loss: 0.450276
====> Epoch: 24 Average loss: 0.15009
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.822
======================================================
Train Epoch: 25 [0000/0003 (0%)] Rec: 0.292, KLD: 0.116229057, Loss: 0.408288
====> Epoch: 25 Average loss: 0.13610
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.820
======================================================
Train Epoch: 26 [0000/0003 (0%)] Rec: 0.292, KLD: 0.089406967, Loss: 0.381161
====> Epoch: 26 Average loss: 0.12705
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.818
======================================================
Train Epoch: 27 [0000/0003 (0%)] Rec: 0.291, KLD: 0.083446503, Loss: 0.374578
====> Epoch: 27 Average loss: 0.12486
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.815
======================================================
Train Epoch: 28 [0000/0003 (0%)] Rec: 0.291, KLD: 0.047683716, Loss: 0.338345
====> Epoch: 28 Average loss: 0.11278
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.813
======================================================
Train Epoch: 29 [0000/0003 (0%)] Rec: 0.290, KLD: 0.062584877, Loss: 0.352497
====> Epoch: 29 Average loss: 0.11750
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.813
======================================================
Train Epoch: 30 [0000/0003 (0%)] Rec: 0.289, KLD: 0.026822090, Loss: 0.316169
====> Epoch: 30 Average loss: 0.10539
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.812
======================================================
Train Epoch: 31 [0000/0003 (0%)] Rec: 0.289, KLD: 0.050663948, Loss: 0.339973
====> Epoch: 31 Average loss: 0.11332
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.812
======================================================
Train Epoch: 32 [0000/0003 (0%)] Rec: 0.289, KLD: 0.032782555, Loss: 0.322107
====> Epoch: 32 Average loss: 0.10737
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.814
======================================================
Train Epoch: 33 [0000/0003 (0%)] Rec: 0.289, KLD: 0.032782555, Loss: 0.322149
====> Epoch: 33 Average loss: 0.10738
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.815
======================================================
Train Epoch: 34 [0000/0003 (0%)] Rec: 0.289, KLD: 0.059604645, Loss: 0.348412
====> Epoch: 34 Average loss: 0.11614
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.815
======================================================
Train Epoch: 35 [0000/0003 (0%)] Rec: 0.289, KLD: 0.020861626, Loss: 0.309422
====> Epoch: 35 Average loss: 0.10314
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.813
======================================================
Train Epoch: 36 [0000/0003 (0%)] Rec: 0.288, KLD: -0.008940697, Loss: 0.279263
====> Epoch: 36 Average loss: 0.09309
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.811
======================================================
Train Epoch: 37 [0000/0003 (0%)] Rec: 0.288, KLD: 0.020861626, Loss: 0.309216
====> Epoch: 37 Average loss: 0.10307
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.807
======================================================
Train Epoch: 38 [0000/0003 (0%)] Rec: 0.288, KLD: 0.002980232, Loss: 0.290597
====> Epoch: 38 Average loss: 0.09687
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.805
======================================================
Train Epoch: 39 [0000/0003 (0%)] Rec: 0.288, KLD: -0.008940697, Loss: 0.278622
====> Epoch: 39 Average loss: 0.09287
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.805
======================================================
Train Epoch: 40 [0000/0003 (0%)] Rec: 0.287, KLD: 0.023841858, Loss: 0.311320
====> Epoch: 40 Average loss: 0.10377
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.806
======================================================
Train Epoch: 41 [0000/0003 (0%)] Rec: 0.287, KLD: 0.008940697, Loss: 0.296421
====> Epoch: 41 Average loss: 0.09881
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.804
======================================================
Train Epoch: 42 [0000/0003 (0%)] Rec: 0.287, KLD: 0.041723251, Loss: 0.328935
====> Epoch: 42 Average loss: 0.10964
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.803
======================================================
Train Epoch: 43 [0000/0003 (0%)] Rec: 0.287, KLD: -0.011920929, Loss: 0.275107
====> Epoch: 43 Average loss: 0.09170
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.803
======================================================
Train Epoch: 44 [0000/0003 (0%)] Rec: 0.287, KLD: 0.014901161, Loss: 0.301537
====> Epoch: 44 Average loss: 0.10051
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.805
======================================================
Train Epoch: 45 [0000/0003 (0%)] Rec: 0.286, KLD: 0.041723251, Loss: 0.328182
====> Epoch: 45 Average loss: 0.10939
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.805
======================================================
Train Epoch: 46 [0000/0003 (0%)] Rec: 0.286, KLD: 0.035762787, Loss: 0.321895
====> Epoch: 46 Average loss: 0.10730
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.801
======================================================
Train Epoch: 47 [0000/0003 (0%)] Rec: 0.286, KLD: -0.002980232, Loss: 0.283208
====> Epoch: 47 Average loss: 0.09440
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.806
======================================================
Train Epoch: 48 [0000/0003 (0%)] Rec: 0.286, KLD: 0.029802322, Loss: 0.315455
====> Epoch: 48 Average loss: 0.10515
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.804
======================================================
Train Epoch: 49 [0000/0003 (0%)] Rec: 0.286, KLD: 0.038743019, Loss: 0.324772
====> Epoch: 49 Average loss: 0.10826
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.802
======================================================
Train Epoch: 50 [0000/0003 (0%)] Rec: 0.286, KLD: -0.000000000, Loss: 0.285879
====> Epoch: 50 Average loss: 0.09529
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.802
======================================================
Train Epoch: 51 [0000/0003 (0%)] Rec: 0.285, KLD: -0.011920929, Loss: 0.273122
====> Epoch: 51 Average loss: 0.09104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.801
======================================================
Train Epoch: 52 [0000/0003 (0%)] Rec: 0.285, KLD: 0.005960464, Loss: 0.291390
====> Epoch: 52 Average loss: 0.09713
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.800
======================================================
Train Epoch: 53 [0000/0003 (0%)] Rec: 0.285, KLD: -0.002980232, Loss: 0.282318
====> Epoch: 53 Average loss: 0.09411
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.798
======================================================
Train Epoch: 54 [0000/0003 (0%)] Rec: 0.285, KLD: 0.002980232, Loss: 0.288477
====> Epoch: 54 Average loss: 0.09616
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.801
======================================================
Train Epoch: 55 [0000/0003 (0%)] Rec: 0.285, KLD: 0.047683716, Loss: 0.332410
====> Epoch: 55 Average loss: 0.11080
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.801
======================================================
Train Epoch: 56 [0000/0003 (0%)] Rec: 0.285, KLD: -0.000000000, Loss: 0.284668
====> Epoch: 56 Average loss: 0.09489
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.798
======================================================
Train Epoch: 57 [0000/0003 (0%)] Rec: 0.285, KLD: 0.002980232, Loss: 0.287684
====> Epoch: 57 Average loss: 0.09589
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.800
======================================================
Train Epoch: 58 [0000/0003 (0%)] Rec: 0.284, KLD: -0.032782555, Loss: 0.251280
====> Epoch: 58 Average loss: 0.08376
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.799
======================================================
Train Epoch: 59 [0000/0003 (0%)] Rec: 0.285, KLD: -0.017881393, Loss: 0.267323
====> Epoch: 59 Average loss: 0.08911
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.800
======================================================
Train Epoch: 60 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.293122
====> Epoch: 60 Average loss: 0.09771
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.800
======================================================
Train Epoch: 61 [0000/0003 (0%)] Rec: 0.285, KLD: -0.002980232, Loss: 0.281695
====> Epoch: 61 Average loss: 0.09390
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.803
======================================================
Train Epoch: 62 [0000/0003 (0%)] Rec: 0.284, KLD: 0.026822090, Loss: 0.311207
====> Epoch: 62 Average loss: 0.10374
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.799
======================================================
Train Epoch: 63 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.292916
====> Epoch: 63 Average loss: 0.09764
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.799
======================================================
Train Epoch: 64 [0000/0003 (0%)] Rec: 0.284, KLD: 0.008940697, Loss: 0.292967
====> Epoch: 64 Average loss: 0.09766
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.796
======================================================
Train Epoch: 65 [0000/0003 (0%)] Rec: 0.284, KLD: 0.029802322, Loss: 0.314126
====> Epoch: 65 Average loss: 0.10471
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.795
======================================================
Train Epoch: 66 [0000/0003 (0%)] Rec: 0.284, KLD: -0.035762787, Loss: 0.247901
====> Epoch: 66 Average loss: 0.08263
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.795
======================================================
Train Epoch: 67 [0000/0003 (0%)] Rec: 0.284, KLD: 0.002980232, Loss: 0.286936
====> Epoch: 67 Average loss: 0.09565
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.793
======================================================
Train Epoch: 68 [0000/0003 (0%)] Rec: 0.284, KLD: 0.017881393, Loss: 0.301439
====> Epoch: 68 Average loss: 0.10048
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.794
======================================================
Train Epoch: 69 [0000/0003 (0%)] Rec: 0.284, KLD: -0.023841858, Loss: 0.260173
====> Epoch: 69 Average loss: 0.08672
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.792
======================================================
Train Epoch: 70 [0000/0003 (0%)] Rec: 0.284, KLD: 0.026822090, Loss: 0.310430
====> Epoch: 70 Average loss: 0.10348
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.791
======================================================
Train Epoch: 71 [0000/0003 (0%)] Rec: 0.284, KLD: -0.011920929, Loss: 0.272068
====> Epoch: 71 Average loss: 0.09069
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.795
======================================================
Train Epoch: 72 [0000/0003 (0%)] Rec: 0.283, KLD: 0.002980232, Loss: 0.286445
====> Epoch: 72 Average loss: 0.09548
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.794
======================================================
Train Epoch: 73 [0000/0003 (0%)] Rec: 0.283, KLD: -0.014901161, Loss: 0.268157
====> Epoch: 73 Average loss: 0.08939
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.792
======================================================
Train Epoch: 74 [0000/0003 (0%)] Rec: 0.283, KLD: -0.005960464, Loss: 0.276849
====> Epoch: 74 Average loss: 0.09228
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.790
======================================================
Train Epoch: 75 [0000/0003 (0%)] Rec: 0.283, KLD: -0.005960464, Loss: 0.276739
====> Epoch: 75 Average loss: 0.09225
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.790
======================================================
Train Epoch: 76 [0000/0003 (0%)] Rec: 0.283, KLD: -0.014901161, Loss: 0.267638
====> Epoch: 76 Average loss: 0.08921
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.798
======================================================
Train Epoch: 77 [0000/0003 (0%)] Rec: 0.283, KLD: 0.014901161, Loss: 0.297729
====> Epoch: 77 Average loss: 0.09924
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.800
======================================================
Train Epoch: 78 [0000/0003 (0%)] Rec: 0.282, KLD: -0.023841858, Loss: 0.258294
====> Epoch: 78 Average loss: 0.08610
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.788
======================================================
Train Epoch: 79 [0000/0003 (0%)] Rec: 0.282, KLD: 0.020861626, Loss: 0.303116
====> Epoch: 79 Average loss: 0.10104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.790
======================================================
Train Epoch: 80 [0000/0003 (0%)] Rec: 0.283, KLD: -0.000000000, Loss: 0.283116
====> Epoch: 80 Average loss: 0.09437
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.791
======================================================
Train Epoch: 81 [0000/0003 (0%)] Rec: 0.282, KLD: 0.002980232, Loss: 0.284829
====> Epoch: 81 Average loss: 0.09494
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.786
======================================================
Train Epoch: 82 [0000/0003 (0%)] Rec: 0.282, KLD: -0.005960464, Loss: 0.275631
====> Epoch: 82 Average loss: 0.09188
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.790
======================================================
Train Epoch: 83 [0000/0003 (0%)] Rec: 0.281, KLD: -0.000000000, Loss: 0.281275
====> Epoch: 83 Average loss: 0.09376
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.785
======================================================
Train Epoch: 84 [0000/0003 (0%)] Rec: 0.281, KLD: -0.029802322, Loss: 0.251693
====> Epoch: 84 Average loss: 0.08390
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.787
======================================================
Train Epoch: 85 [0000/0003 (0%)] Rec: 0.281, KLD: 0.002980232, Loss: 0.284403
====> Epoch: 85 Average loss: 0.09480
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.787
======================================================
Train Epoch: 86 [0000/0003 (0%)] Rec: 0.281, KLD: 0.023841858, Loss: 0.304669
====> Epoch: 86 Average loss: 0.10156
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.792
======================================================
Train Epoch: 87 [0000/0003 (0%)] Rec: 0.281, KLD: 0.017881393, Loss: 0.298949
====> Epoch: 87 Average loss: 0.09965
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.794
======================================================
Train Epoch: 88 [0000/0003 (0%)] Rec: 0.280, KLD: 0.002980232, Loss: 0.282867
====> Epoch: 88 Average loss: 0.09429
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.791
======================================================
Train Epoch: 89 [0000/0003 (0%)] Rec: 0.280, KLD: -0.002980232, Loss: 0.277465
====> Epoch: 89 Average loss: 0.09249
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.793
======================================================
Train Epoch: 90 [0000/0003 (0%)] Rec: 0.280, KLD: 0.053644180, Loss: 0.333795
====> Epoch: 90 Average loss: 0.11127
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.798
======================================================
Train Epoch: 91 [0000/0003 (0%)] Rec: 0.279, KLD: 0.026822090, Loss: 0.306315
====> Epoch: 91 Average loss: 0.10211
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.798
======================================================
Train Epoch: 92 [0000/0003 (0%)] Rec: 0.282, KLD: 0.011920929, Loss: 0.294320
====> Epoch: 92 Average loss: 0.09811
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.781
======================================================
Train Epoch: 93 [0000/0003 (0%)] Rec: 0.280, KLD: -0.014901161, Loss: 0.264807
====> Epoch: 93 Average loss: 0.08827
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.780
======================================================
Train Epoch: 94 [0000/0003 (0%)] Rec: 0.279, KLD: -0.002980232, Loss: 0.275825
====> Epoch: 94 Average loss: 0.09194
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.777
======================================================
Train Epoch: 95 [0000/0003 (0%)] Rec: 0.280, KLD: -0.000000000, Loss: 0.279739
====> Epoch: 95 Average loss: 0.09325
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.778
======================================================
Train Epoch: 96 [0000/0003 (0%)] Rec: 0.280, KLD: 0.011920929, Loss: 0.291446
====> Epoch: 96 Average loss: 0.09715
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.777
======================================================
Train Epoch: 97 [0000/0003 (0%)] Rec: 0.279, KLD: 0.023841858, Loss: 0.302882
====> Epoch: 97 Average loss: 0.10096
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.774
======================================================
Train Epoch: 98 [0000/0003 (0%)] Rec: 0.280, KLD: -0.014901161, Loss: 0.264954
====> Epoch: 98 Average loss: 0.08832
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.778
======================================================
Train Epoch: 99 [0000/0003 (0%)] Rec: 0.278, KLD: 0.044703484, Loss: 0.322974
====> Epoch: 99 Average loss: 0.10766
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.777
======================================================
Train Epoch: 100 [0000/0003 (0%)] Rec: 0.278, KLD: -0.008940697, Loss: 0.268947
====> Epoch: 100 Average loss: 0.08965
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.771
======================================================
Train Epoch: 101 [0000/0003 (0%)] Rec: 0.278, KLD: 0.002980232, Loss: 0.280773
====> Epoch: 101 Average loss: 0.09359
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.767
======================================================
Train Epoch: 102 [0000/0003 (0%)] Rec: 0.277, KLD: -0.000000000, Loss: 0.276942
====> Epoch: 102 Average loss: 0.09231
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.783
======================================================
Train Epoch: 103 [0000/0003 (0%)] Rec: 0.276, KLD: 0.008940697, Loss: 0.285425
====> Epoch: 103 Average loss: 0.09514
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.790
======================================================
Train Epoch: 104 [0000/0003 (0%)] Rec: 0.275, KLD: 0.005960464, Loss: 0.281314
====> Epoch: 104 Average loss: 0.09377
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.794
======================================================
Train Epoch: 105 [0000/0003 (0%)] Rec: 0.280, KLD: 0.008940697, Loss: 0.288776
====> Epoch: 105 Average loss: 0.09626
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.776
======================================================
Train Epoch: 106 [0000/0003 (0%)] Rec: 0.276, KLD: -0.014901161, Loss: 0.260683
====> Epoch: 106 Average loss: 0.08689
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.778
======================================================
Train Epoch: 107 [0000/0003 (0%)] Rec: 0.276, KLD: 0.017881393, Loss: 0.293501
====> Epoch: 107 Average loss: 0.09783
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.764
======================================================
Train Epoch: 108 [0000/0003 (0%)] Rec: 0.275, KLD: 0.014901161, Loss: 0.289625
====> Epoch: 108 Average loss: 0.09654
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.768
======================================================
Train Epoch: 109 [0000/0003 (0%)] Rec: 0.275, KLD: -0.002980232, Loss: 0.271609
====> Epoch: 109 Average loss: 0.09054
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.765
======================================================
Train Epoch: 110 [0000/0003 (0%)] Rec: 0.276, KLD: 0.035762787, Loss: 0.311303
====> Epoch: 110 Average loss: 0.10377
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.764
======================================================
Train Epoch: 111 [0000/0003 (0%)] Rec: 0.275, KLD: 0.023841858, Loss: 0.299143
====> Epoch: 111 Average loss: 0.09971
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.759
======================================================
Train Epoch: 112 [0000/0003 (0%)] Rec: 0.274, KLD: -0.002980232, Loss: 0.271256
====> Epoch: 112 Average loss: 0.09042
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.757
======================================================
Train Epoch: 113 [0000/0003 (0%)] Rec: 0.274, KLD: -0.017881393, Loss: 0.256005
====> Epoch: 113 Average loss: 0.08534
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.759
======================================================
Train Epoch: 114 [0000/0003 (0%)] Rec: 0.273, KLD: -0.000000000, Loss: 0.272645
====> Epoch: 114 Average loss: 0.09088
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.754
======================================================
Train Epoch: 115 [0000/0003 (0%)] Rec: 0.271, KLD: -0.002980232, Loss: 0.268494
====> Epoch: 115 Average loss: 0.08950
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.771
======================================================
Train Epoch: 116 [0000/0003 (0%)] Rec: 0.271, KLD: 0.023841858, Loss: 0.295260
====> Epoch: 116 Average loss: 0.09842
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.768
======================================================
Train Epoch: 117 [0000/0003 (0%)] Rec: 0.275, KLD: 0.008940697, Loss: 0.284387
====> Epoch: 117 Average loss: 0.09480
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.769
======================================================
Train Epoch: 118 [0000/0003 (0%)] Rec: 0.270, KLD: 0.005960464, Loss: 0.276429
====> Epoch: 118 Average loss: 0.09214
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.778
======================================================
Train Epoch: 119 [0000/0003 (0%)] Rec: 0.270, KLD: 0.008940697, Loss: 0.278923
====> Epoch: 119 Average loss: 0.09297
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.757
======================================================
Train Epoch: 120 [0000/0003 (0%)] Rec: 0.270, KLD: -0.017881393, Loss: 0.252044
====> Epoch: 120 Average loss: 0.08401
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.746
======================================================
Train Epoch: 121 [0000/0003 (0%)] Rec: 0.272, KLD: -0.020861626, Loss: 0.251244
====> Epoch: 121 Average loss: 0.08375
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.742
======================================================
Train Epoch: 122 [0000/0003 (0%)] Rec: 0.269, KLD: 0.011920929, Loss: 0.281322
====> Epoch: 122 Average loss: 0.09377
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.740
======================================================
Train Epoch: 123 [0000/0003 (0%)] Rec: 0.269, KLD: 0.005960464, Loss: 0.274649
====> Epoch: 123 Average loss: 0.09155
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.752
======================================================
Train Epoch: 124 [0000/0003 (0%)] Rec: 0.268, KLD: 0.041723251, Loss: 0.310043
====> Epoch: 124 Average loss: 0.10335
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.753
======================================================
Train Epoch: 125 [0000/0003 (0%)] Rec: 0.268, KLD: -0.008940697, Loss: 0.259544
====> Epoch: 125 Average loss: 0.08651
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.743
======================================================
Train Epoch: 126 [0000/0003 (0%)] Rec: 0.265, KLD: 0.059604645, Loss: 0.324371
====> Epoch: 126 Average loss: 0.10812
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.753
======================================================
Train Epoch: 127 [0000/0003 (0%)] Rec: 0.267, KLD: 0.002980232, Loss: 0.270159
====> Epoch: 127 Average loss: 0.09005
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.763
======================================================
Train Epoch: 128 [0000/0003 (0%)] Rec: 0.263, KLD: -0.000000000, Loss: 0.263346
====> Epoch: 128 Average loss: 0.08778
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.752
======================================================
Train Epoch: 129 [0000/0003 (0%)] Rec: 0.267, KLD: -0.047683716, Loss: 0.219371
====> Epoch: 129 Average loss: 0.07312
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.756
======================================================
Train Epoch: 130 [0000/0003 (0%)] Rec: 0.265, KLD: -0.014901161, Loss: 0.249816
====> Epoch: 130 Average loss: 0.08327
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.732
======================================================
Train Epoch: 131 [0000/0003 (0%)] Rec: 0.262, KLD: 0.005960464, Loss: 0.267508
====> Epoch: 131 Average loss: 0.08917
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.735
======================================================
Train Epoch: 132 [0000/0003 (0%)] Rec: 0.262, KLD: -0.044703484, Loss: 0.217742
====> Epoch: 132 Average loss: 0.07258
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.733
======================================================
Train Epoch: 133 [0000/0003 (0%)] Rec: 0.261, KLD: 0.017881393, Loss: 0.279334
====> Epoch: 133 Average loss: 0.09311
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.728
======================================================
Train Epoch: 134 [0000/0003 (0%)] Rec: 0.263, KLD: 0.014901161, Loss: 0.277827
====> Epoch: 134 Average loss: 0.09261
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.731
======================================================
Train Epoch: 135 [0000/0003 (0%)] Rec: 0.259, KLD: 0.005960464, Loss: 0.265460
====> Epoch: 135 Average loss: 0.08849
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.736
======================================================
Train Epoch: 136 [0000/0003 (0%)] Rec: 0.258, KLD: -0.000000000, Loss: 0.258030
====> Epoch: 136 Average loss: 0.08601
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.758
======================================================
Train Epoch: 137 [0000/0003 (0%)] Rec: 0.259, KLD: 0.020861626, Loss: 0.279703
====> Epoch: 137 Average loss: 0.09323
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.762
======================================================
Train Epoch: 138 [0000/0003 (0%)] Rec: 0.257, KLD: -0.000000000, Loss: 0.257118
====> Epoch: 138 Average loss: 0.08571
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.760
======================================================
Train Epoch: 139 [0000/0003 (0%)] Rec: 0.264, KLD: 0.005960464, Loss: 0.269920
====> Epoch: 139 Average loss: 0.08997
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.735
======================================================
Train Epoch: 140 [0000/0003 (0%)] Rec: 0.256, KLD: -0.000000000, Loss: 0.255601
====> Epoch: 140 Average loss: 0.08520
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.717
======================================================
Train Epoch: 141 [0000/0003 (0%)] Rec: 0.256, KLD: -0.002980232, Loss: 0.253437
====> Epoch: 141 Average loss: 0.08448
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.715
======================================================
Train Epoch: 142 [0000/0003 (0%)] Rec: 0.259, KLD: 0.014901161, Loss: 0.274127
====> Epoch: 142 Average loss: 0.09138
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 143 [0000/0003 (0%)] Rec: 0.256, KLD: 0.005960464, Loss: 0.262106
====> Epoch: 143 Average loss: 0.08737
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 144 [0000/0003 (0%)] Rec: 0.255, KLD: 0.020861626, Loss: 0.275875
====> Epoch: 144 Average loss: 0.09196
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.710
======================================================
Train Epoch: 145 [0000/0003 (0%)] Rec: 0.256, KLD: 0.023841858, Loss: 0.279469
====> Epoch: 145 Average loss: 0.09316
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 146 [0000/0003 (0%)] Rec: 0.252, KLD: 0.029802322, Loss: 0.282131
====> Epoch: 146 Average loss: 0.09404
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.724
======================================================
Train Epoch: 147 [0000/0003 (0%)] Rec: 0.253, KLD: 0.035762787, Loss: 0.288548
====> Epoch: 147 Average loss: 0.09618
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.730
======================================================
Train Epoch: 148 [0000/0003 (0%)] Rec: 0.252, KLD: 0.029802322, Loss: 0.281895
====> Epoch: 148 Average loss: 0.09396
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.738
======================================================
Train Epoch: 149 [0000/0003 (0%)] Rec: 0.249, KLD: 0.044703484, Loss: 0.294082
====> Epoch: 149 Average loss: 0.09803
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.714
======================================================
Train Epoch: 150 [0000/0003 (0%)] Rec: 0.244, KLD: 0.035762787, Loss: 0.279630
====> Epoch: 150 Average loss: 0.09321
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.719
======================================================
Train Epoch: 151 [0000/0003 (0%)] Rec: 0.248, KLD: 0.014901161, Loss: 0.263035
====> Epoch: 151 Average loss: 0.08768
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.707
======================================================
Train Epoch: 152 [0000/0003 (0%)] Rec: 0.246, KLD: -0.000000000, Loss: 0.246253
====> Epoch: 152 Average loss: 0.08208
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 153 [0000/0003 (0%)] Rec: 0.246, KLD: 0.014901161, Loss: 0.261361
====> Epoch: 153 Average loss: 0.08712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 154 [0000/0003 (0%)] Rec: 0.243, KLD: 0.032782555, Loss: 0.276240
====> Epoch: 154 Average loss: 0.09208
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.712
======================================================
Train Epoch: 155 [0000/0003 (0%)] Rec: 0.243, KLD: 0.011920929, Loss: 0.255287
====> Epoch: 155 Average loss: 0.08510
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.723
======================================================
Train Epoch: 156 [0000/0003 (0%)] Rec: 0.239, KLD: -0.008940697, Loss: 0.230431
====> Epoch: 156 Average loss: 0.07681
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.721
======================================================
Train Epoch: 157 [0000/0003 (0%)] Rec: 0.242, KLD: 0.008940697, Loss: 0.250586
====> Epoch: 157 Average loss: 0.08353
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.716
======================================================
Train Epoch: 158 [0000/0003 (0%)] Rec: 0.241, KLD: 0.011920929, Loss: 0.252872
====> Epoch: 158 Average loss: 0.08429
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 159 [0000/0003 (0%)] Rec: 0.237, KLD: -0.008940697, Loss: 0.228397
====> Epoch: 159 Average loss: 0.07613
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.726
======================================================
Train Epoch: 160 [0000/0003 (0%)] Rec: 0.237, KLD: 0.011920929, Loss: 0.248459
====> Epoch: 160 Average loss: 0.08282
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 161 [0000/0003 (0%)] Rec: 0.237, KLD: 0.026822090, Loss: 0.263597
====> Epoch: 161 Average loss: 0.08787
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 162 [0000/0003 (0%)] Rec: 0.236, KLD: 0.008940697, Loss: 0.245035
====> Epoch: 162 Average loss: 0.08168
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 163 [0000/0003 (0%)] Rec: 0.233, KLD: 0.017881393, Loss: 0.250821
====> Epoch: 163 Average loss: 0.08361
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 164 [0000/0003 (0%)] Rec: 0.230, KLD: 0.002980232, Loss: 0.232782
====> Epoch: 164 Average loss: 0.07759
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.738
======================================================
Train Epoch: 165 [0000/0003 (0%)] Rec: 0.229, KLD: 0.035762787, Loss: 0.265013
====> Epoch: 165 Average loss: 0.08834
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.743
======================================================
Train Epoch: 166 [0000/0003 (0%)] Rec: 0.228, KLD: 0.008940697, Loss: 0.236778
====> Epoch: 166 Average loss: 0.07893
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.724
======================================================
Train Epoch: 167 [0000/0003 (0%)] Rec: 0.231, KLD: 0.020861626, Loss: 0.251495
====> Epoch: 167 Average loss: 0.08383
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 168 [0000/0003 (0%)] Rec: 0.227, KLD: 0.026822090, Loss: 0.253342
====> Epoch: 168 Average loss: 0.08445
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 169 [0000/0003 (0%)] Rec: 0.228, KLD: 0.047683716, Loss: 0.275315
====> Epoch: 169 Average loss: 0.09177
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 170 [0000/0003 (0%)] Rec: 0.228, KLD: 0.002980232, Loss: 0.231365
====> Epoch: 170 Average loss: 0.07712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 171 [0000/0003 (0%)] Rec: 0.224, KLD: -0.059604645, Loss: 0.164540
====> Epoch: 171 Average loss: 0.05485
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 172 [0000/0003 (0%)] Rec: 0.225, KLD: -0.020861626, Loss: 0.203712
====> Epoch: 172 Average loss: 0.06790
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 173 [0000/0003 (0%)] Rec: 0.222, KLD: 0.020861626, Loss: 0.242410
====> Epoch: 173 Average loss: 0.08080
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 174 [0000/0003 (0%)] Rec: 0.218, KLD: 0.020861626, Loss: 0.239216
====> Epoch: 174 Average loss: 0.07974
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 175 [0000/0003 (0%)] Rec: 0.214, KLD: 0.026822090, Loss: 0.240848
====> Epoch: 175 Average loss: 0.08028
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 176 [0000/0003 (0%)] Rec: 0.219, KLD: 0.008940697, Loss: 0.227589
====> Epoch: 176 Average loss: 0.07586
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 177 [0000/0003 (0%)] Rec: 0.217, KLD: 0.017881393, Loss: 0.234780
====> Epoch: 177 Average loss: 0.07826
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 178 [0000/0003 (0%)] Rec: 0.218, KLD: 0.002980232, Loss: 0.221466
====> Epoch: 178 Average loss: 0.07382
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 179 [0000/0003 (0%)] Rec: 0.216, KLD: 0.002980232, Loss: 0.218927
====> Epoch: 179 Average loss: 0.07298
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 180 [0000/0003 (0%)] Rec: 0.212, KLD: 0.020861626, Loss: 0.232369
====> Epoch: 180 Average loss: 0.07746
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.725
======================================================
Train Epoch: 181 [0000/0003 (0%)] Rec: 0.218, KLD: -0.002980232, Loss: 0.215159
====> Epoch: 181 Average loss: 0.07172
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 182 [0000/0003 (0%)] Rec: 0.215, KLD: 0.023841858, Loss: 0.238579
====> Epoch: 182 Average loss: 0.07953
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 183 [0000/0003 (0%)] Rec: 0.211, KLD: 0.020861626, Loss: 0.232263
====> Epoch: 183 Average loss: 0.07742
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 184 [0000/0003 (0%)] Rec: 0.217, KLD: 0.017881393, Loss: 0.235194
====> Epoch: 184 Average loss: 0.07840
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 185 [0000/0003 (0%)] Rec: 0.218, KLD: 0.029802322, Loss: 0.247406
====> Epoch: 185 Average loss: 0.08247
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 186 [0000/0003 (0%)] Rec: 0.215, KLD: 0.041723251, Loss: 0.256858
====> Epoch: 186 Average loss: 0.08562
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 187 [0000/0003 (0%)] Rec: 0.216, KLD: 0.041723251, Loss: 0.257493
====> Epoch: 187 Average loss: 0.08583
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 188 [0000/0003 (0%)] Rec: 0.210, KLD: 0.002980232, Loss: 0.212896
====> Epoch: 188 Average loss: 0.07097
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 189 [0000/0003 (0%)] Rec: 0.206, KLD: 0.035762787, Loss: 0.241489
====> Epoch: 189 Average loss: 0.08050
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 190 [0000/0003 (0%)] Rec: 0.202, KLD: 0.002980232, Loss: 0.205293
====> Epoch: 190 Average loss: 0.06843
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 191 [0000/0003 (0%)] Rec: 0.200, KLD: 0.017881393, Loss: 0.217932
====> Epoch: 191 Average loss: 0.07264
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 192 [0000/0003 (0%)] Rec: 0.207, KLD: 0.014901161, Loss: 0.222269
====> Epoch: 192 Average loss: 0.07409
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 193 [0000/0003 (0%)] Rec: 0.217, KLD: -0.035762787, Loss: 0.180945
====> Epoch: 193 Average loss: 0.06031
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 194 [0000/0003 (0%)] Rec: 0.206, KLD: -0.000000000, Loss: 0.205591
====> Epoch: 194 Average loss: 0.06853
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 195 [0000/0003 (0%)] Rec: 0.215, KLD: 0.035762787, Loss: 0.250405
====> Epoch: 195 Average loss: 0.08347
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 196 [0000/0003 (0%)] Rec: 0.210, KLD: 0.038743019, Loss: 0.248701
====> Epoch: 196 Average loss: 0.08290
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 197 [0000/0003 (0%)] Rec: 0.205, KLD: 0.026822090, Loss: 0.231987
====> Epoch: 197 Average loss: 0.07733
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 198 [0000/0003 (0%)] Rec: 0.198, KLD: 0.035762787, Loss: 0.233373
====> Epoch: 198 Average loss: 0.07779
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 199 [0000/0003 (0%)] Rec: 0.203, KLD: 0.002980232, Loss: 0.205749
====> Epoch: 199 Average loss: 0.06858
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.721
======================================================
Train Epoch: 200 [0000/0003 (0%)] Rec: 0.201, KLD: -0.029802322, Loss: 0.171416
====> Epoch: 200 Average loss: 0.05714
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 201 [0000/0003 (0%)] Rec: 0.200, KLD: 0.026822090, Loss: 0.226804
====> Epoch: 201 Average loss: 0.07560
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 202 [0000/0003 (0%)] Rec: 0.203, KLD: 0.020861626, Loss: 0.223720
====> Epoch: 202 Average loss: 0.07457
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 203 [0000/0003 (0%)] Rec: 0.205, KLD: 0.011920929, Loss: 0.217358
====> Epoch: 203 Average loss: 0.07245
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 204 [0000/0003 (0%)] Rec: 0.209, KLD: 0.014901161, Loss: 0.223534
====> Epoch: 204 Average loss: 0.07451
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 205 [0000/0003 (0%)] Rec: 0.201, KLD: 0.005960464, Loss: 0.207190
====> Epoch: 205 Average loss: 0.06906
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 206 [0000/0003 (0%)] Rec: 0.201, KLD: 0.041723251, Loss: 0.242781
====> Epoch: 206 Average loss: 0.08093
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 207 [0000/0003 (0%)] Rec: 0.193, KLD: 0.005960464, Loss: 0.199387
====> Epoch: 207 Average loss: 0.06646
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 208 [0000/0003 (0%)] Rec: 0.194, KLD: 0.017881393, Loss: 0.211882
====> Epoch: 208 Average loss: 0.07063
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.758
======================================================
Train Epoch: 209 [0000/0003 (0%)] Rec: 0.199, KLD: 0.011920929, Loss: 0.210632
====> Epoch: 209 Average loss: 0.07021
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 210 [0000/0003 (0%)] Rec: 0.192, KLD: -0.038743019, Loss: 0.153359
====> Epoch: 210 Average loss: 0.05112
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.736
======================================================
Train Epoch: 211 [0000/0003 (0%)] Rec: 0.197, KLD: -0.017881393, Loss: 0.179516
====> Epoch: 211 Average loss: 0.05984
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 212 [0000/0003 (0%)] Rec: 0.191, KLD: -0.026822090, Loss: 0.164004
====> Epoch: 212 Average loss: 0.05467
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 213 [0000/0003 (0%)] Rec: 0.197, KLD: 0.023841858, Loss: 0.221214
====> Epoch: 213 Average loss: 0.07374
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 214 [0000/0003 (0%)] Rec: 0.193, KLD: 0.005960464, Loss: 0.199222
====> Epoch: 214 Average loss: 0.06641
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 215 [0000/0003 (0%)] Rec: 0.191, KLD: 0.017881393, Loss: 0.209343
====> Epoch: 215 Average loss: 0.06978
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 216 [0000/0003 (0%)] Rec: 0.187, KLD: -0.011920929, Loss: 0.174649
====> Epoch: 216 Average loss: 0.05822
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 217 [0000/0003 (0%)] Rec: 0.194, KLD: -0.005960464, Loss: 0.187560
====> Epoch: 217 Average loss: 0.06252
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 218 [0000/0003 (0%)] Rec: 0.193, KLD: 0.008940697, Loss: 0.202221
====> Epoch: 218 Average loss: 0.06741
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 219 [0000/0003 (0%)] Rec: 0.185, KLD: -0.002980232, Loss: 0.182174
====> Epoch: 219 Average loss: 0.06072
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 220 [0000/0003 (0%)] Rec: 0.188, KLD: 0.005960464, Loss: 0.194396
====> Epoch: 220 Average loss: 0.06480
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 221 [0000/0003 (0%)] Rec: 0.187, KLD: 0.008940697, Loss: 0.196414
====> Epoch: 221 Average loss: 0.06547
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 222 [0000/0003 (0%)] Rec: 0.190, KLD: 0.035762787, Loss: 0.225707
====> Epoch: 222 Average loss: 0.07524
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 223 [0000/0003 (0%)] Rec: 0.190, KLD: 0.002980232, Loss: 0.193252
====> Epoch: 223 Average loss: 0.06442
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 224 [0000/0003 (0%)] Rec: 0.187, KLD: 0.032782555, Loss: 0.220088
====> Epoch: 224 Average loss: 0.07336
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 225 [0000/0003 (0%)] Rec: 0.189, KLD: -0.005960464, Loss: 0.183152
====> Epoch: 225 Average loss: 0.06105
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 226 [0000/0003 (0%)] Rec: 0.191, KLD: 0.005960464, Loss: 0.196795
====> Epoch: 226 Average loss: 0.06560
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 227 [0000/0003 (0%)] Rec: 0.188, KLD: 0.002980232, Loss: 0.190968
====> Epoch: 227 Average loss: 0.06366
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 228 [0000/0003 (0%)] Rec: 0.181, KLD: 0.011920929, Loss: 0.192615
====> Epoch: 228 Average loss: 0.06421
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 229 [0000/0003 (0%)] Rec: 0.186, KLD: -0.005960464, Loss: 0.179953
====> Epoch: 229 Average loss: 0.05998
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 230 [0000/0003 (0%)] Rec: 0.175, KLD: 0.029802322, Loss: 0.205152
====> Epoch: 230 Average loss: 0.06838
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 231 [0000/0003 (0%)] Rec: 0.194, KLD: 0.017881393, Loss: 0.211816
====> Epoch: 231 Average loss: 0.07061
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 232 [0000/0003 (0%)] Rec: 0.181, KLD: 0.017881393, Loss: 0.198680
====> Epoch: 232 Average loss: 0.06623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 233 [0000/0003 (0%)] Rec: 0.180, KLD: -0.008940697, Loss: 0.171035
====> Epoch: 233 Average loss: 0.05701
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 234 [0000/0003 (0%)] Rec: 0.188, KLD: 0.008940697, Loss: 0.196942
====> Epoch: 234 Average loss: 0.06565
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 235 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.187694
====> Epoch: 235 Average loss: 0.06256
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 236 [0000/0003 (0%)] Rec: 0.185, KLD: 0.029802322, Loss: 0.214584
====> Epoch: 236 Average loss: 0.07153
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 237 [0000/0003 (0%)] Rec: 0.174, KLD: 0.014901161, Loss: 0.188437
====> Epoch: 237 Average loss: 0.06281
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.713
======================================================
Train Epoch: 238 [0000/0003 (0%)] Rec: 0.176, KLD: -0.000000000, Loss: 0.175890
====> Epoch: 238 Average loss: 0.05863
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.738
======================================================
Train Epoch: 239 [0000/0003 (0%)] Rec: 0.176, KLD: -0.020861626, Loss: 0.154721
====> Epoch: 239 Average loss: 0.05157
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 240 [0000/0003 (0%)] Rec: 0.180, KLD: -0.011920929, Loss: 0.168325
====> Epoch: 240 Average loss: 0.05611
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 241 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.183628
====> Epoch: 241 Average loss: 0.06121
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 242 [0000/0003 (0%)] Rec: 0.183, KLD: 0.008940697, Loss: 0.191566
====> Epoch: 242 Average loss: 0.06386
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 243 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.187794
====> Epoch: 243 Average loss: 0.06260
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 244 [0000/0003 (0%)] Rec: 0.182, KLD: 0.020861626, Loss: 0.203113
====> Epoch: 244 Average loss: 0.06770
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 245 [0000/0003 (0%)] Rec: 0.179, KLD: -0.005960464, Loss: 0.173287
====> Epoch: 245 Average loss: 0.05776
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 246 [0000/0003 (0%)] Rec: 0.174, KLD: 0.032782555, Loss: 0.207192
====> Epoch: 246 Average loss: 0.06906
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 247 [0000/0003 (0%)] Rec: 0.172, KLD: 0.002980232, Loss: 0.174638
====> Epoch: 247 Average loss: 0.05821
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.815
======================================================
Train Epoch: 248 [0000/0003 (0%)] Rec: 0.182, KLD: 0.017881393, Loss: 0.200170
====> Epoch: 248 Average loss: 0.06672
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.739
======================================================
Train Epoch: 249 [0000/0003 (0%)] Rec: 0.199, KLD: -0.020861626, Loss: 0.178548
====> Epoch: 249 Average loss: 0.05952
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 250 [0000/0003 (0%)] Rec: 0.177, KLD: -0.017881393, Loss: 0.158916
====> Epoch: 250 Average loss: 0.05297
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.568
======================================================
Train Epoch: 251 [0000/0003 (0%)] Rec: 0.185, KLD: 0.005960464, Loss: 0.190805
====> Epoch: 251 Average loss: 0.06360
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.570
======================================================
Train Epoch: 252 [0000/0003 (0%)] Rec: 0.189, KLD: 0.020861626, Loss: 0.209419
====> Epoch: 252 Average loss: 0.06981
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.578
======================================================
Train Epoch: 253 [0000/0003 (0%)] Rec: 0.188, KLD: 0.017881393, Loss: 0.206019
====> Epoch: 253 Average loss: 0.06867
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.590
======================================================
Train Epoch: 254 [0000/0003 (0%)] Rec: 0.196, KLD: 0.005960464, Loss: 0.201884
====> Epoch: 254 Average loss: 0.06729
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 255 [0000/0003 (0%)] Rec: 0.186, KLD: 0.011920929, Loss: 0.197540
====> Epoch: 255 Average loss: 0.06585
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.591
======================================================
Train Epoch: 256 [0000/0003 (0%)] Rec: 0.181, KLD: 0.017881393, Loss: 0.199144
====> Epoch: 256 Average loss: 0.06638
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 257 [0000/0003 (0%)] Rec: 0.179, KLD: 0.014901161, Loss: 0.194150
====> Epoch: 257 Average loss: 0.06472
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 258 [0000/0003 (0%)] Rec: 0.175, KLD: 0.011920929, Loss: 0.186940
====> Epoch: 258 Average loss: 0.06231
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 259 [0000/0003 (0%)] Rec: 0.178, KLD: -0.000000000, Loss: 0.177541
====> Epoch: 259 Average loss: 0.05918
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 260 [0000/0003 (0%)] Rec: 0.180, KLD: -0.014901161, Loss: 0.165055
====> Epoch: 260 Average loss: 0.05502
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 261 [0000/0003 (0%)] Rec: 0.176, KLD: 0.008940697, Loss: 0.185072
====> Epoch: 261 Average loss: 0.06169
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 262 [0000/0003 (0%)] Rec: 0.172, KLD: -0.011920929, Loss: 0.160148
====> Epoch: 262 Average loss: 0.05338
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.590
======================================================
Train Epoch: 263 [0000/0003 (0%)] Rec: 0.172, KLD: -0.005960464, Loss: 0.166027
====> Epoch: 263 Average loss: 0.05534
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 264 [0000/0003 (0%)] Rec: 0.182, KLD: 0.005960464, Loss: 0.188219
====> Epoch: 264 Average loss: 0.06274
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.584
======================================================
Train Epoch: 265 [0000/0003 (0%)] Rec: 0.181, KLD: 0.050663948, Loss: 0.231940
====> Epoch: 265 Average loss: 0.07731
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 266 [0000/0003 (0%)] Rec: 0.174, KLD: 0.044703484, Loss: 0.219069
====> Epoch: 266 Average loss: 0.07302
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 267 [0000/0003 (0%)] Rec: 0.177, KLD: -0.014901161, Loss: 0.162009
====> Epoch: 267 Average loss: 0.05400
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 268 [0000/0003 (0%)] Rec: 0.165, KLD: 0.005960464, Loss: 0.170950
====> Epoch: 268 Average loss: 0.05698
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 269 [0000/0003 (0%)] Rec: 0.170, KLD: -0.029802322, Loss: 0.140101
====> Epoch: 269 Average loss: 0.04670
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 270 [0000/0003 (0%)] Rec: 0.170, KLD: -0.000000000, Loss: 0.169810
====> Epoch: 270 Average loss: 0.05660
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 271 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.184350
====> Epoch: 271 Average loss: 0.06145
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 272 [0000/0003 (0%)] Rec: 0.168, KLD: 0.026822090, Loss: 0.194918
====> Epoch: 272 Average loss: 0.06497
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 273 [0000/0003 (0%)] Rec: 0.175, KLD: 0.008940697, Loss: 0.184209
====> Epoch: 273 Average loss: 0.06140
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 274 [0000/0003 (0%)] Rec: 0.167, KLD: 0.011920929, Loss: 0.178435
====> Epoch: 274 Average loss: 0.05948
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 275 [0000/0003 (0%)] Rec: 0.167, KLD: -0.023841858, Loss: 0.143647
====> Epoch: 275 Average loss: 0.04788
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 276 [0000/0003 (0%)] Rec: 0.170, KLD: 0.017881393, Loss: 0.187567
====> Epoch: 276 Average loss: 0.06252
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 277 [0000/0003 (0%)] Rec: 0.172, KLD: 0.029802322, Loss: 0.201972
====> Epoch: 277 Average loss: 0.06732
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.594
======================================================
Train Epoch: 278 [0000/0003 (0%)] Rec: 0.167, KLD: 0.038743019, Loss: 0.206040
====> Epoch: 278 Average loss: 0.06868
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 279 [0000/0003 (0%)] Rec: 0.174, KLD: 0.005960464, Loss: 0.180250
====> Epoch: 279 Average loss: 0.06008
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 280 [0000/0003 (0%)] Rec: 0.162, KLD: 0.014901161, Loss: 0.176994
====> Epoch: 280 Average loss: 0.05900
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 281 [0000/0003 (0%)] Rec: 0.164, KLD: -0.005960464, Loss: 0.158226
====> Epoch: 281 Average loss: 0.05274
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 282 [0000/0003 (0%)] Rec: 0.161, KLD: 0.002980232, Loss: 0.163598
====> Epoch: 282 Average loss: 0.05453
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 283 [0000/0003 (0%)] Rec: 0.182, KLD: -0.011920929, Loss: 0.170267
====> Epoch: 283 Average loss: 0.05676
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 284 [0000/0003 (0%)] Rec: 0.163, KLD: -0.008940697, Loss: 0.153645
====> Epoch: 284 Average loss: 0.05121
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 285 [0000/0003 (0%)] Rec: 0.161, KLD: -0.000000000, Loss: 0.161426
====> Epoch: 285 Average loss: 0.05381
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 286 [0000/0003 (0%)] Rec: 0.172, KLD: 0.026822090, Loss: 0.198682
====> Epoch: 286 Average loss: 0.06623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 287 [0000/0003 (0%)] Rec: 0.161, KLD: -0.000000000, Loss: 0.160530
====> Epoch: 287 Average loss: 0.05351
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 288 [0000/0003 (0%)] Rec: 0.159, KLD: -0.005960464, Loss: 0.153122
====> Epoch: 288 Average loss: 0.05104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 289 [0000/0003 (0%)] Rec: 0.165, KLD: 0.005960464, Loss: 0.171122
====> Epoch: 289 Average loss: 0.05704
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 290 [0000/0003 (0%)] Rec: 0.158, KLD: -0.008940697, Loss: 0.149020
====> Epoch: 290 Average loss: 0.04967
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 291 [0000/0003 (0%)] Rec: 0.164, KLD: 0.020861626, Loss: 0.184707
====> Epoch: 291 Average loss: 0.06157
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 292 [0000/0003 (0%)] Rec: 0.157, KLD: -0.017881393, Loss: 0.139151
====> Epoch: 292 Average loss: 0.04638
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 293 [0000/0003 (0%)] Rec: 0.159, KLD: 0.005960464, Loss: 0.164531
====> Epoch: 293 Average loss: 0.05484
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 294 [0000/0003 (0%)] Rec: 0.167, KLD: -0.029802322, Loss: 0.136824
====> Epoch: 294 Average loss: 0.04561
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 295 [0000/0003 (0%)] Rec: 0.156, KLD: -0.014901161, Loss: 0.141412
====> Epoch: 295 Average loss: 0.04714
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 296 [0000/0003 (0%)] Rec: 0.153, KLD: -0.017881393, Loss: 0.134777
====> Epoch: 296 Average loss: 0.04493
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 297 [0000/0003 (0%)] Rec: 0.159, KLD: 0.023841858, Loss: 0.182850
====> Epoch: 297 Average loss: 0.06095
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 298 [0000/0003 (0%)] Rec: 0.159, KLD: 0.038743019, Loss: 0.197647
====> Epoch: 298 Average loss: 0.06588
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.593
======================================================
Train Epoch: 299 [0000/0003 (0%)] Rec: 0.160, KLD: 0.026822090, Loss: 0.186678
====> Epoch: 299 Average loss: 0.06223
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 300 [0000/0003 (0%)] Rec: 0.162, KLD: 0.038743019, Loss: 0.200722
====> Epoch: 300 Average loss: 0.06691
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.604
======================================================
Train Epoch: 301 [0000/0003 (0%)] Rec: 0.166, KLD: 0.005960464, Loss: 0.172212
====> Epoch: 301 Average loss: 0.05740
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.604
======================================================
Train Epoch: 302 [0000/0003 (0%)] Rec: 0.160, KLD: -0.008940697, Loss: 0.151551
====> Epoch: 302 Average loss: 0.05052
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.592
======================================================
Train Epoch: 303 [0000/0003 (0%)] Rec: 0.155, KLD: -0.008940697, Loss: 0.145973
====> Epoch: 303 Average loss: 0.04866
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 304 [0000/0003 (0%)] Rec: 0.157, KLD: 0.014901161, Loss: 0.171918
====> Epoch: 304 Average loss: 0.05731
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 305 [0000/0003 (0%)] Rec: 0.157, KLD: 0.020861626, Loss: 0.177503
====> Epoch: 305 Average loss: 0.05917
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 306 [0000/0003 (0%)] Rec: 0.151, KLD: 0.029802322, Loss: 0.180818
====> Epoch: 306 Average loss: 0.06027
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 307 [0000/0003 (0%)] Rec: 0.169, KLD: 0.002980232, Loss: 0.172371
====> Epoch: 307 Average loss: 0.05746
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 308 [0000/0003 (0%)] Rec: 0.162, KLD: 0.005960464, Loss: 0.168455
====> Epoch: 308 Average loss: 0.05615
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 309 [0000/0003 (0%)] Rec: 0.157, KLD: 0.014901161, Loss: 0.171626
====> Epoch: 309 Average loss: 0.05721
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.597
======================================================
Train Epoch: 310 [0000/0003 (0%)] Rec: 0.152, KLD: 0.011920929, Loss: 0.163921
====> Epoch: 310 Average loss: 0.05464
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 311 [0000/0003 (0%)] Rec: 0.160, KLD: 0.020861626, Loss: 0.180714
====> Epoch: 311 Average loss: 0.06024
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.608
======================================================
Train Epoch: 312 [0000/0003 (0%)] Rec: 0.162, KLD: 0.005960464, Loss: 0.167580
====> Epoch: 312 Average loss: 0.05586
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.566
======================================================
Train Epoch: 313 [0000/0003 (0%)] Rec: 0.157, KLD: 0.020861626, Loss: 0.177978
====> Epoch: 313 Average loss: 0.05933
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.585
======================================================
Train Epoch: 314 [0000/0003 (0%)] Rec: 0.163, KLD: -0.000000000, Loss: 0.162646
====> Epoch: 314 Average loss: 0.05422
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 315 [0000/0003 (0%)] Rec: 0.159, KLD: 0.008940697, Loss: 0.167796
====> Epoch: 315 Average loss: 0.05593
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.596
======================================================
Train Epoch: 316 [0000/0003 (0%)] Rec: 0.151, KLD: 0.014901161, Loss: 0.165924
====> Epoch: 316 Average loss: 0.05531
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.613
======================================================
Train Epoch: 317 [0000/0003 (0%)] Rec: 0.144, KLD: -0.020861626, Loss: 0.122676
====> Epoch: 317 Average loss: 0.04089
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 318 [0000/0003 (0%)] Rec: 0.156, KLD: 0.014901161, Loss: 0.171192
====> Epoch: 318 Average loss: 0.05706
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 319 [0000/0003 (0%)] Rec: 0.157, KLD: 0.005960464, Loss: 0.162701
====> Epoch: 319 Average loss: 0.05423
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 320 [0000/0003 (0%)] Rec: 0.162, KLD: 0.020861626, Loss: 0.183121
====> Epoch: 320 Average loss: 0.06104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 321 [0000/0003 (0%)] Rec: 0.151, KLD: -0.005960464, Loss: 0.145315
====> Epoch: 321 Average loss: 0.04844
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 322 [0000/0003 (0%)] Rec: 0.151, KLD: -0.014901161, Loss: 0.136125
====> Epoch: 322 Average loss: 0.04538
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 323 [0000/0003 (0%)] Rec: 0.149, KLD: 0.017881393, Loss: 0.166992
====> Epoch: 323 Average loss: 0.05566
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.593
======================================================
Train Epoch: 324 [0000/0003 (0%)] Rec: 0.150, KLD: -0.023841858, Loss: 0.126055
====> Epoch: 324 Average loss: 0.04202
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 325 [0000/0003 (0%)] Rec: 0.156, KLD: 0.002980232, Loss: 0.158846
====> Epoch: 325 Average loss: 0.05295
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 326 [0000/0003 (0%)] Rec: 0.157, KLD: 0.023841858, Loss: 0.180916
====> Epoch: 326 Average loss: 0.06031
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.597
======================================================
Train Epoch: 327 [0000/0003 (0%)] Rec: 0.148, KLD: 0.008940697, Loss: 0.156689
====> Epoch: 327 Average loss: 0.05223
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 328 [0000/0003 (0%)] Rec: 0.151, KLD: 0.008940697, Loss: 0.160209
====> Epoch: 328 Average loss: 0.05340
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 329 [0000/0003 (0%)] Rec: 0.143, KLD: 0.011920929, Loss: 0.155198
====> Epoch: 329 Average loss: 0.05173
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 330 [0000/0003 (0%)] Rec: 0.156, KLD: -0.017881393, Loss: 0.138040
====> Epoch: 330 Average loss: 0.04601
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.707
======================================================
Train Epoch: 331 [0000/0003 (0%)] Rec: 0.145, KLD: 0.014901161, Loss: 0.160193
====> Epoch: 331 Average loss: 0.05340
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 332 [0000/0003 (0%)] Rec: 0.162, KLD: 0.020861626, Loss: 0.182829
====> Epoch: 332 Average loss: 0.06094
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 333 [0000/0003 (0%)] Rec: 0.142, KLD: 0.017881393, Loss: 0.159835
====> Epoch: 333 Average loss: 0.05328
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 334 [0000/0003 (0%)] Rec: 0.148, KLD: -0.008940697, Loss: 0.139284
====> Epoch: 334 Average loss: 0.04643
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 335 [0000/0003 (0%)] Rec: 0.149, KLD: 0.038743019, Loss: 0.187886
====> Epoch: 335 Average loss: 0.06263
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 336 [0000/0003 (0%)] Rec: 0.149, KLD: 0.029802322, Loss: 0.179162
====> Epoch: 336 Average loss: 0.05972
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.588
======================================================
Train Epoch: 337 [0000/0003 (0%)] Rec: 0.153, KLD: -0.014901161, Loss: 0.137785
====> Epoch: 337 Average loss: 0.04593
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.590
======================================================
Train Epoch: 338 [0000/0003 (0%)] Rec: 0.156, KLD: -0.005960464, Loss: 0.150352
====> Epoch: 338 Average loss: 0.05012
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.608
======================================================
Train Epoch: 339 [0000/0003 (0%)] Rec: 0.150, KLD: 0.011920929, Loss: 0.161681
====> Epoch: 339 Average loss: 0.05389
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.601
======================================================
Train Epoch: 340 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.153933
====> Epoch: 340 Average loss: 0.05131
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 341 [0000/0003 (0%)] Rec: 0.147, KLD: -0.005960464, Loss: 0.140856
====> Epoch: 341 Average loss: 0.04695
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 342 [0000/0003 (0%)] Rec: 0.144, KLD: 0.014901161, Loss: 0.158575
====> Epoch: 342 Average loss: 0.05286
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 343 [0000/0003 (0%)] Rec: 0.144, KLD: 0.002980232, Loss: 0.147330
====> Epoch: 343 Average loss: 0.04911
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 344 [0000/0003 (0%)] Rec: 0.165, KLD: 0.011920929, Loss: 0.176666
====> Epoch: 344 Average loss: 0.05889
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 345 [0000/0003 (0%)] Rec: 0.162, KLD: -0.008940697, Loss: 0.153167
====> Epoch: 345 Average loss: 0.05106
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 346 [0000/0003 (0%)] Rec: 0.149, KLD: 0.020861626, Loss: 0.169667
====> Epoch: 346 Average loss: 0.05656
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 347 [0000/0003 (0%)] Rec: 0.149, KLD: 0.011920929, Loss: 0.160675
====> Epoch: 347 Average loss: 0.05356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 348 [0000/0003 (0%)] Rec: 0.152, KLD: 0.014901161, Loss: 0.167367
====> Epoch: 348 Average loss: 0.05579
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 349 [0000/0003 (0%)] Rec: 0.149, KLD: -0.026822090, Loss: 0.121701
====> Epoch: 349 Average loss: 0.04057
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 350 [0000/0003 (0%)] Rec: 0.145, KLD: 0.005960464, Loss: 0.150534
====> Epoch: 350 Average loss: 0.05018
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.613
======================================================
Train Epoch: 351 [0000/0003 (0%)] Rec: 0.151, KLD: 0.044703484, Loss: 0.195694
====> Epoch: 351 Average loss: 0.06523
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 352 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.154006
====> Epoch: 352 Average loss: 0.05134
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 353 [0000/0003 (0%)] Rec: 0.143, KLD: 0.020861626, Loss: 0.163777
====> Epoch: 353 Average loss: 0.05459
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 354 [0000/0003 (0%)] Rec: 0.148, KLD: 0.002980232, Loss: 0.151454
====> Epoch: 354 Average loss: 0.05048
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 355 [0000/0003 (0%)] Rec: 0.145, KLD: -0.017881393, Loss: 0.126954
====> Epoch: 355 Average loss: 0.04232
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 356 [0000/0003 (0%)] Rec: 0.149, KLD: -0.000000000, Loss: 0.148588
====> Epoch: 356 Average loss: 0.04953
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 357 [0000/0003 (0%)] Rec: 0.144, KLD: -0.000000000, Loss: 0.143716
====> Epoch: 357 Average loss: 0.04791
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 358 [0000/0003 (0%)] Rec: 0.144, KLD: 0.041723251, Loss: 0.185297
====> Epoch: 358 Average loss: 0.06177
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 359 [0000/0003 (0%)] Rec: 0.146, KLD: 0.002980232, Loss: 0.148494
====> Epoch: 359 Average loss: 0.04950
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 360 [0000/0003 (0%)] Rec: 0.151, KLD: 0.014901161, Loss: 0.165468
====> Epoch: 360 Average loss: 0.05516
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 361 [0000/0003 (0%)] Rec: 0.140, KLD: 0.014901161, Loss: 0.155080
====> Epoch: 361 Average loss: 0.05169
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 362 [0000/0003 (0%)] Rec: 0.139, KLD: -0.017881393, Loss: 0.120875
====> Epoch: 362 Average loss: 0.04029
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 363 [0000/0003 (0%)] Rec: 0.142, KLD: -0.017881393, Loss: 0.124456
====> Epoch: 363 Average loss: 0.04149
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 364 [0000/0003 (0%)] Rec: 0.140, KLD: 0.020861626, Loss: 0.160479
====> Epoch: 364 Average loss: 0.05349
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 365 [0000/0003 (0%)] Rec: 0.148, KLD: -0.020861626, Loss: 0.126885
====> Epoch: 365 Average loss: 0.04229
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 366 [0000/0003 (0%)] Rec: 0.140, KLD: 0.014901161, Loss: 0.155198
====> Epoch: 366 Average loss: 0.05173
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 367 [0000/0003 (0%)] Rec: 0.142, KLD: -0.014901161, Loss: 0.127017
====> Epoch: 367 Average loss: 0.04234
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 368 [0000/0003 (0%)] Rec: 0.142, KLD: -0.000000000, Loss: 0.142387
====> Epoch: 368 Average loss: 0.04746
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 369 [0000/0003 (0%)] Rec: 0.141, KLD: -0.014901161, Loss: 0.125698
====> Epoch: 369 Average loss: 0.04190
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 370 [0000/0003 (0%)] Rec: 0.139, KLD: 0.026822090, Loss: 0.166122
====> Epoch: 370 Average loss: 0.05537
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 371 [0000/0003 (0%)] Rec: 0.143, KLD: 0.020861626, Loss: 0.163668
====> Epoch: 371 Average loss: 0.05456
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.613
======================================================
Train Epoch: 372 [0000/0003 (0%)] Rec: 0.139, KLD: -0.000000000, Loss: 0.139063
====> Epoch: 372 Average loss: 0.04635
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.613
======================================================
Train Epoch: 373 [0000/0003 (0%)] Rec: 0.143, KLD: -0.000000000, Loss: 0.143411
====> Epoch: 373 Average loss: 0.04780
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.591
======================================================
Train Epoch: 374 [0000/0003 (0%)] Rec: 0.144, KLD: 0.020861626, Loss: 0.164812
====> Epoch: 374 Average loss: 0.05494
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.581
======================================================
Train Epoch: 375 [0000/0003 (0%)] Rec: 0.145, KLD: 0.017881393, Loss: 0.162518
====> Epoch: 375 Average loss: 0.05417
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 376 [0000/0003 (0%)] Rec: 0.142, KLD: 0.023841858, Loss: 0.166003
====> Epoch: 376 Average loss: 0.05533
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 377 [0000/0003 (0%)] Rec: 0.145, KLD: 0.008940697, Loss: 0.154144
====> Epoch: 377 Average loss: 0.05138
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 378 [0000/0003 (0%)] Rec: 0.144, KLD: 0.029802322, Loss: 0.173981
====> Epoch: 378 Average loss: 0.05799
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 379 [0000/0003 (0%)] Rec: 0.139, KLD: 0.035762787, Loss: 0.174696
====> Epoch: 379 Average loss: 0.05823
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 380 [0000/0003 (0%)] Rec: 0.142, KLD: 0.056624413, Loss: 0.199025
====> Epoch: 380 Average loss: 0.06634
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.610
======================================================
Train Epoch: 381 [0000/0003 (0%)] Rec: 0.132, KLD: 0.002980232, Loss: 0.134860
====> Epoch: 381 Average loss: 0.04495
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 382 [0000/0003 (0%)] Rec: 0.141, KLD: 0.020861626, Loss: 0.162075
====> Epoch: 382 Average loss: 0.05402
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 383 [0000/0003 (0%)] Rec: 0.140, KLD: 0.008940697, Loss: 0.149422
====> Epoch: 383 Average loss: 0.04981
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 384 [0000/0003 (0%)] Rec: 0.143, KLD: 0.017881393, Loss: 0.160655
====> Epoch: 384 Average loss: 0.05355
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 385 [0000/0003 (0%)] Rec: 0.137, KLD: -0.014901161, Loss: 0.121745
====> Epoch: 385 Average loss: 0.04058
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 386 [0000/0003 (0%)] Rec: 0.138, KLD: 0.026822090, Loss: 0.165286
====> Epoch: 386 Average loss: 0.05510
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 387 [0000/0003 (0%)] Rec: 0.142, KLD: 0.002980232, Loss: 0.144493
====> Epoch: 387 Average loss: 0.04816
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.606
======================================================
Train Epoch: 388 [0000/0003 (0%)] Rec: 0.142, KLD: -0.002980232, Loss: 0.139023
====> Epoch: 388 Average loss: 0.04634
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 389 [0000/0003 (0%)] Rec: 0.135, KLD: 0.002980232, Loss: 0.138119
====> Epoch: 389 Average loss: 0.04604
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.608
======================================================
Train Epoch: 390 [0000/0003 (0%)] Rec: 0.141, KLD: 0.014901161, Loss: 0.155805
====> Epoch: 390 Average loss: 0.05194
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 391 [0000/0003 (0%)] Rec: 0.135, KLD: 0.005960464, Loss: 0.140526
====> Epoch: 391 Average loss: 0.04684
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 392 [0000/0003 (0%)] Rec: 0.137, KLD: -0.020861626, Loss: 0.115953
====> Epoch: 392 Average loss: 0.03865
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 393 [0000/0003 (0%)] Rec: 0.140, KLD: 0.002980232, Loss: 0.142855
====> Epoch: 393 Average loss: 0.04762
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 394 [0000/0003 (0%)] Rec: 0.134, KLD: -0.008940697, Loss: 0.125231
====> Epoch: 394 Average loss: 0.04174
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 395 [0000/0003 (0%)] Rec: 0.136, KLD: 0.026822090, Loss: 0.162668
====> Epoch: 395 Average loss: 0.05422
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 396 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.144824
====> Epoch: 396 Average loss: 0.04827
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 397 [0000/0003 (0%)] Rec: 0.143, KLD: 0.050663948, Loss: 0.194152
====> Epoch: 397 Average loss: 0.06472
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.604
======================================================
Train Epoch: 398 [0000/0003 (0%)] Rec: 0.143, KLD: 0.005960464, Loss: 0.149421
====> Epoch: 398 Average loss: 0.04981
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.587
======================================================
Train Epoch: 399 [0000/0003 (0%)] Rec: 0.143, KLD: 0.008940697, Loss: 0.152126
====> Epoch: 399 Average loss: 0.05071
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 400 [0000/0003 (0%)] Rec: 0.139, KLD: 0.029802322, Loss: 0.169026
====> Epoch: 400 Average loss: 0.05634
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 401 [0000/0003 (0%)] Rec: 0.138, KLD: -0.017881393, Loss: 0.120084
====> Epoch: 401 Average loss: 0.04003
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 402 [0000/0003 (0%)] Rec: 0.140, KLD: 0.023841858, Loss: 0.163561
====> Epoch: 402 Average loss: 0.05452
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 403 [0000/0003 (0%)] Rec: 0.136, KLD: 0.023841858, Loss: 0.159945
====> Epoch: 403 Average loss: 0.05332
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 404 [0000/0003 (0%)] Rec: 0.140, KLD: 0.023841858, Loss: 0.163980
====> Epoch: 404 Average loss: 0.05466
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 405 [0000/0003 (0%)] Rec: 0.131, KLD: 0.020861626, Loss: 0.151905
====> Epoch: 405 Average loss: 0.05063
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 406 [0000/0003 (0%)] Rec: 0.141, KLD: -0.011920929, Loss: 0.129445
====> Epoch: 406 Average loss: 0.04315
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.606
======================================================
Train Epoch: 407 [0000/0003 (0%)] Rec: 0.135, KLD: 0.023841858, Loss: 0.158910
====> Epoch: 407 Average loss: 0.05297
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 408 [0000/0003 (0%)] Rec: 0.138, KLD: 0.014901161, Loss: 0.152861
====> Epoch: 408 Average loss: 0.05095
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.610
======================================================
Train Epoch: 409 [0000/0003 (0%)] Rec: 0.134, KLD: 0.029802322, Loss: 0.164094
====> Epoch: 409 Average loss: 0.05470
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 410 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.144867
====> Epoch: 410 Average loss: 0.04829
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 411 [0000/0003 (0%)] Rec: 0.137, KLD: 0.002980232, Loss: 0.139663
====> Epoch: 411 Average loss: 0.04655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 412 [0000/0003 (0%)] Rec: 0.133, KLD: 0.011920929, Loss: 0.145097
====> Epoch: 412 Average loss: 0.04837
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 413 [0000/0003 (0%)] Rec: 0.139, KLD: 0.032782555, Loss: 0.171954
====> Epoch: 413 Average loss: 0.05732
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 414 [0000/0003 (0%)] Rec: 0.131, KLD: 0.035762787, Loss: 0.166671
====> Epoch: 414 Average loss: 0.05556
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.592
======================================================
Train Epoch: 415 [0000/0003 (0%)] Rec: 0.135, KLD: 0.020861626, Loss: 0.155529
====> Epoch: 415 Average loss: 0.05184
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.603
======================================================
Train Epoch: 416 [0000/0003 (0%)] Rec: 0.137, KLD: -0.017881393, Loss: 0.119282
====> Epoch: 416 Average loss: 0.03976
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.593
======================================================
Train Epoch: 417 [0000/0003 (0%)] Rec: 0.132, KLD: -0.005960464, Loss: 0.125965
====> Epoch: 417 Average loss: 0.04199
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 418 [0000/0003 (0%)] Rec: 0.137, KLD: 0.008940697, Loss: 0.146037
====> Epoch: 418 Average loss: 0.04868
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 419 [0000/0003 (0%)] Rec: 0.133, KLD: 0.038743019, Loss: 0.172039
====> Epoch: 419 Average loss: 0.05735
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 420 [0000/0003 (0%)] Rec: 0.130, KLD: 0.026822090, Loss: 0.156581
====> Epoch: 420 Average loss: 0.05219
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 421 [0000/0003 (0%)] Rec: 0.133, KLD: 0.029802322, Loss: 0.162536
====> Epoch: 421 Average loss: 0.05418
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 422 [0000/0003 (0%)] Rec: 0.136, KLD: -0.026822090, Loss: 0.108910
====> Epoch: 422 Average loss: 0.03630
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 423 [0000/0003 (0%)] Rec: 0.133, KLD: -0.002980232, Loss: 0.130424
====> Epoch: 423 Average loss: 0.04347
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 424 [0000/0003 (0%)] Rec: 0.134, KLD: 0.011920929, Loss: 0.145469
====> Epoch: 424 Average loss: 0.04849
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 425 [0000/0003 (0%)] Rec: 0.139, KLD: 0.026822090, Loss: 0.165409
====> Epoch: 425 Average loss: 0.05514
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 426 [0000/0003 (0%)] Rec: 0.136, KLD: 0.014901161, Loss: 0.150897
====> Epoch: 426 Average loss: 0.05030
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.585
======================================================
Train Epoch: 427 [0000/0003 (0%)] Rec: 0.132, KLD: 0.014901161, Loss: 0.147072
====> Epoch: 427 Average loss: 0.04902
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.602
======================================================
Train Epoch: 428 [0000/0003 (0%)] Rec: 0.139, KLD: 0.005960464, Loss: 0.144601
====> Epoch: 428 Average loss: 0.04820
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 429 [0000/0003 (0%)] Rec: 0.133, KLD: 0.002980232, Loss: 0.136454
====> Epoch: 429 Average loss: 0.04548
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 430 [0000/0003 (0%)] Rec: 0.138, KLD: 0.029802322, Loss: 0.167542
====> Epoch: 430 Average loss: 0.05585
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 431 [0000/0003 (0%)] Rec: 0.131, KLD: 0.011920929, Loss: 0.143254
====> Epoch: 431 Average loss: 0.04775
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 432 [0000/0003 (0%)] Rec: 0.132, KLD: -0.000000000, Loss: 0.132405
====> Epoch: 432 Average loss: 0.04414
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 433 [0000/0003 (0%)] Rec: 0.131, KLD: 0.029802322, Loss: 0.160930
====> Epoch: 433 Average loss: 0.05364
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 434 [0000/0003 (0%)] Rec: 0.131, KLD: -0.002980232, Loss: 0.127924
====> Epoch: 434 Average loss: 0.04264
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.605
======================================================
Train Epoch: 435 [0000/0003 (0%)] Rec: 0.134, KLD: 0.002980232, Loss: 0.136607
====> Epoch: 435 Average loss: 0.04554
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 436 [0000/0003 (0%)] Rec: 0.132, KLD: 0.023841858, Loss: 0.155996
====> Epoch: 436 Average loss: 0.05200
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.605
======================================================
Train Epoch: 437 [0000/0003 (0%)] Rec: 0.125, KLD: -0.017881393, Loss: 0.107486
====> Epoch: 437 Average loss: 0.03583
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 438 [0000/0003 (0%)] Rec: 0.136, KLD: 0.035762787, Loss: 0.171364
====> Epoch: 438 Average loss: 0.05712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.602
======================================================
Train Epoch: 439 [0000/0003 (0%)] Rec: 0.131, KLD: -0.002980232, Loss: 0.128171
====> Epoch: 439 Average loss: 0.04272
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.608
======================================================
Train Epoch: 440 [0000/0003 (0%)] Rec: 0.131, KLD: -0.011920929, Loss: 0.118978
====> Epoch: 440 Average loss: 0.03966
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 441 [0000/0003 (0%)] Rec: 0.131, KLD: -0.020861626, Loss: 0.110270
====> Epoch: 441 Average loss: 0.03676
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 442 [0000/0003 (0%)] Rec: 0.132, KLD: -0.023841858, Loss: 0.108316
====> Epoch: 442 Average loss: 0.03611
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 443 [0000/0003 (0%)] Rec: 0.129, KLD: -0.005960464, Loss: 0.122865
====> Epoch: 443 Average loss: 0.04096
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 444 [0000/0003 (0%)] Rec: 0.131, KLD: -0.020861626, Loss: 0.110246
====> Epoch: 444 Average loss: 0.03675
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 445 [0000/0003 (0%)] Rec: 0.135, KLD: 0.005960464, Loss: 0.141223
====> Epoch: 445 Average loss: 0.04707
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 446 [0000/0003 (0%)] Rec: 0.127, KLD: 0.041723251, Loss: 0.168792
====> Epoch: 446 Average loss: 0.05626
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.599
======================================================
Train Epoch: 447 [0000/0003 (0%)] Rec: 0.136, KLD: 0.005960464, Loss: 0.142403
====> Epoch: 447 Average loss: 0.04747
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.597
======================================================
Train Epoch: 448 [0000/0003 (0%)] Rec: 0.131, KLD: 0.038743019, Loss: 0.169420
====> Epoch: 448 Average loss: 0.05647
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 449 [0000/0003 (0%)] Rec: 0.133, KLD: 0.005960464, Loss: 0.138676
====> Epoch: 449 Average loss: 0.04623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 450 [0000/0003 (0%)] Rec: 0.130, KLD: 0.020861626, Loss: 0.150782
====> Epoch: 450 Average loss: 0.05026
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 451 [0000/0003 (0%)] Rec: 0.130, KLD: -0.008940697, Loss: 0.120765
====> Epoch: 451 Average loss: 0.04025
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 452 [0000/0003 (0%)] Rec: 0.127, KLD: -0.011920929, Loss: 0.114891
====> Epoch: 452 Average loss: 0.03830
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 453 [0000/0003 (0%)] Rec: 0.130, KLD: 0.002980232, Loss: 0.133347
====> Epoch: 453 Average loss: 0.04445
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 454 [0000/0003 (0%)] Rec: 0.126, KLD: 0.026822090, Loss: 0.152828
====> Epoch: 454 Average loss: 0.05094
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 455 [0000/0003 (0%)] Rec: 0.127, KLD: 0.044703484, Loss: 0.171344
====> Epoch: 455 Average loss: 0.05711
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 456 [0000/0003 (0%)] Rec: 0.133, KLD: -0.005960464, Loss: 0.127161
====> Epoch: 456 Average loss: 0.04239
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 457 [0000/0003 (0%)] Rec: 0.134, KLD: 0.014901161, Loss: 0.148813
====> Epoch: 457 Average loss: 0.04960
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 458 [0000/0003 (0%)] Rec: 0.131, KLD: 0.002980232, Loss: 0.133640
====> Epoch: 458 Average loss: 0.04455
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 459 [0000/0003 (0%)] Rec: 0.129, KLD: 0.008940697, Loss: 0.137668
====> Epoch: 459 Average loss: 0.04589
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.605
======================================================
Train Epoch: 460 [0000/0003 (0%)] Rec: 0.127, KLD: 0.002980232, Loss: 0.129988
====> Epoch: 460 Average loss: 0.04333
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 461 [0000/0003 (0%)] Rec: 0.125, KLD: 0.017881393, Loss: 0.143354
====> Epoch: 461 Average loss: 0.04778
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 462 [0000/0003 (0%)] Rec: 0.129, KLD: 0.002980232, Loss: 0.132068
====> Epoch: 462 Average loss: 0.04402
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 463 [0000/0003 (0%)] Rec: 0.123, KLD: -0.047683716, Loss: 0.075016
====> Epoch: 463 Average loss: 0.02501
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 464 [0000/0003 (0%)] Rec: 0.123, KLD: -0.008940697, Loss: 0.114193
====> Epoch: 464 Average loss: 0.03806
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 465 [0000/0003 (0%)] Rec: 0.122, KLD: 0.002980232, Loss: 0.125252
====> Epoch: 465 Average loss: 0.04175
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 466 [0000/0003 (0%)] Rec: 0.125, KLD: 0.014901161, Loss: 0.139988
====> Epoch: 466 Average loss: 0.04666
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 467 [0000/0003 (0%)] Rec: 0.126, KLD: 0.029802322, Loss: 0.155584
====> Epoch: 467 Average loss: 0.05186
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 468 [0000/0003 (0%)] Rec: 0.128, KLD: 0.023841858, Loss: 0.152036
====> Epoch: 468 Average loss: 0.05068
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.603
======================================================
Train Epoch: 469 [0000/0003 (0%)] Rec: 0.130, KLD: 0.023841858, Loss: 0.153657
====> Epoch: 469 Average loss: 0.05122
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 470 [0000/0003 (0%)] Rec: 0.125, KLD: -0.000000000, Loss: 0.124871
====> Epoch: 470 Average loss: 0.04162
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 471 [0000/0003 (0%)] Rec: 0.124, KLD: 0.020861626, Loss: 0.144502
====> Epoch: 471 Average loss: 0.04817
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 472 [0000/0003 (0%)] Rec: 0.125, KLD: -0.002980232, Loss: 0.121658
====> Epoch: 472 Average loss: 0.04055
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 473 [0000/0003 (0%)] Rec: 0.128, KLD: 0.041723251, Loss: 0.170177
====> Epoch: 473 Average loss: 0.05673
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 474 [0000/0003 (0%)] Rec: 0.122, KLD: 0.002980232, Loss: 0.124981
====> Epoch: 474 Average loss: 0.04166
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 475 [0000/0003 (0%)] Rec: 0.127, KLD: 0.011920929, Loss: 0.139090
====> Epoch: 475 Average loss: 0.04636
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.594
======================================================
Train Epoch: 476 [0000/0003 (0%)] Rec: 0.132, KLD: -0.000000000, Loss: 0.131625
====> Epoch: 476 Average loss: 0.04387
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.588
======================================================
Train Epoch: 477 [0000/0003 (0%)] Rec: 0.130, KLD: 0.014901161, Loss: 0.144852
====> Epoch: 477 Average loss: 0.04828
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 478 [0000/0003 (0%)] Rec: 0.128, KLD: -0.020861626, Loss: 0.106991
====> Epoch: 478 Average loss: 0.03566
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 479 [0000/0003 (0%)] Rec: 0.121, KLD: 0.023841858, Loss: 0.144586
====> Epoch: 479 Average loss: 0.04820
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 480 [0000/0003 (0%)] Rec: 0.136, KLD: 0.008940697, Loss: 0.145300
====> Epoch: 480 Average loss: 0.04843
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 481 [0000/0003 (0%)] Rec: 0.126, KLD: -0.008940697, Loss: 0.117141
====> Epoch: 481 Average loss: 0.03905
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 482 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129685
====> Epoch: 482 Average loss: 0.04323
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 483 [0000/0003 (0%)] Rec: 0.124, KLD: -0.011920929, Loss: 0.112289
====> Epoch: 483 Average loss: 0.03743
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 484 [0000/0003 (0%)] Rec: 0.124, KLD: 0.011920929, Loss: 0.136084
====> Epoch: 484 Average loss: 0.04536
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.604
======================================================
Train Epoch: 485 [0000/0003 (0%)] Rec: 0.126, KLD: 0.014901161, Loss: 0.141256
====> Epoch: 485 Average loss: 0.04709
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.603
======================================================
Train Epoch: 486 [0000/0003 (0%)] Rec: 0.121, KLD: 0.017881393, Loss: 0.139167
====> Epoch: 486 Average loss: 0.04639
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 487 [0000/0003 (0%)] Rec: 0.123, KLD: 0.026822090, Loss: 0.149594
====> Epoch: 487 Average loss: 0.04986
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 488 [0000/0003 (0%)] Rec: 0.125, KLD: 0.002980232, Loss: 0.128155
====> Epoch: 488 Average loss: 0.04272
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 489 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129694
====> Epoch: 489 Average loss: 0.04323
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 490 [0000/0003 (0%)] Rec: 0.123, KLD: -0.038743019, Loss: 0.084336
====> Epoch: 490 Average loss: 0.02811
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 491 [0000/0003 (0%)] Rec: 0.125, KLD: 0.008940697, Loss: 0.133871
====> Epoch: 491 Average loss: 0.04462
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 492 [0000/0003 (0%)] Rec: 0.125, KLD: 0.029802322, Loss: 0.155257
====> Epoch: 492 Average loss: 0.05175
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 493 [0000/0003 (0%)] Rec: 0.124, KLD: 0.005960464, Loss: 0.129525
====> Epoch: 493 Average loss: 0.04318
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 494 [0000/0003 (0%)] Rec: 0.121, KLD: 0.014901161, Loss: 0.135638
====> Epoch: 494 Average loss: 0.04521
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 495 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.123044
====> Epoch: 495 Average loss: 0.04101
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 496 [0000/0003 (0%)] Rec: 0.124, KLD: 0.014901161, Loss: 0.139009
====> Epoch: 496 Average loss: 0.04634
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 497 [0000/0003 (0%)] Rec: 0.125, KLD: 0.017881393, Loss: 0.142755
====> Epoch: 497 Average loss: 0.04758
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 498 [0000/0003 (0%)] Rec: 0.121, KLD: 0.032782555, Loss: 0.153940
====> Epoch: 498 Average loss: 0.05131
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 499 [0000/0003 (0%)] Rec: 0.127, KLD: 0.020861626, Loss: 0.147618
====> Epoch: 499 Average loss: 0.04921
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 500 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.141352
====> Epoch: 500 Average loss: 0.04712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.593
======================================================
Train Epoch: 501 [0000/0003 (0%)] Rec: 0.120, KLD: 0.008940697, Loss: 0.129026
====> Epoch: 501 Average loss: 0.04301
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 502 [0000/0003 (0%)] Rec: 0.120, KLD: 0.017881393, Loss: 0.137424
====> Epoch: 502 Average loss: 0.04581
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.613
======================================================
Train Epoch: 503 [0000/0003 (0%)] Rec: 0.120, KLD: -0.017881393, Loss: 0.102295
====> Epoch: 503 Average loss: 0.03410
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 504 [0000/0003 (0%)] Rec: 0.119, KLD: 0.023841858, Loss: 0.142667
====> Epoch: 504 Average loss: 0.04756
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 505 [0000/0003 (0%)] Rec: 0.122, KLD: 0.023841858, Loss: 0.145866
====> Epoch: 505 Average loss: 0.04862
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 506 [0000/0003 (0%)] Rec: 0.132, KLD: -0.017881393, Loss: 0.113822
====> Epoch: 506 Average loss: 0.03794
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 507 [0000/0003 (0%)] Rec: 0.125, KLD: 0.059604645, Loss: 0.184611
====> Epoch: 507 Average loss: 0.06154
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 508 [0000/0003 (0%)] Rec: 0.120, KLD: -0.008940697, Loss: 0.111072
====> Epoch: 508 Average loss: 0.03702
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 509 [0000/0003 (0%)] Rec: 0.125, KLD: 0.023841858, Loss: 0.149105
====> Epoch: 509 Average loss: 0.04970
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.611
======================================================
Train Epoch: 510 [0000/0003 (0%)] Rec: 0.122, KLD: -0.002980232, Loss: 0.118868
====> Epoch: 510 Average loss: 0.03962
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 511 [0000/0003 (0%)] Rec: 0.118, KLD: 0.014901161, Loss: 0.132757
====> Epoch: 511 Average loss: 0.04425
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 512 [0000/0003 (0%)] Rec: 0.121, KLD: 0.017881393, Loss: 0.138676
====> Epoch: 512 Average loss: 0.04623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 513 [0000/0003 (0%)] Rec: 0.121, KLD: -0.017881393, Loss: 0.103317
====> Epoch: 513 Average loss: 0.03444
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 514 [0000/0003 (0%)] Rec: 0.123, KLD: 0.011920929, Loss: 0.135214
====> Epoch: 514 Average loss: 0.04507
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 515 [0000/0003 (0%)] Rec: 0.120, KLD: 0.005960464, Loss: 0.125761
====> Epoch: 515 Average loss: 0.04192
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 516 [0000/0003 (0%)] Rec: 0.118, KLD: 0.008940697, Loss: 0.126933
====> Epoch: 516 Average loss: 0.04231
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 517 [0000/0003 (0%)] Rec: 0.129, KLD: 0.023841858, Loss: 0.153045
====> Epoch: 517 Average loss: 0.05102
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 518 [0000/0003 (0%)] Rec: 0.114, KLD: 0.020861626, Loss: 0.135271
====> Epoch: 518 Average loss: 0.04509
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 519 [0000/0003 (0%)] Rec: 0.120, KLD: 0.002980232, Loss: 0.122642
====> Epoch: 519 Average loss: 0.04088
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 520 [0000/0003 (0%)] Rec: 0.119, KLD: -0.005960464, Loss: 0.112945
====> Epoch: 520 Average loss: 0.03765
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 521 [0000/0003 (0%)] Rec: 0.125, KLD: -0.000000000, Loss: 0.125115
====> Epoch: 521 Average loss: 0.04171
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 522 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.112297
====> Epoch: 522 Average loss: 0.03743
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 523 [0000/0003 (0%)] Rec: 0.117, KLD: 0.032782555, Loss: 0.150250
====> Epoch: 523 Average loss: 0.05008
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 524 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.108047
====> Epoch: 524 Average loss: 0.03602
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 525 [0000/0003 (0%)] Rec: 0.126, KLD: 0.005960464, Loss: 0.131488
====> Epoch: 525 Average loss: 0.04383
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 526 [0000/0003 (0%)] Rec: 0.119, KLD: 0.008940697, Loss: 0.128182
====> Epoch: 526 Average loss: 0.04273
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 527 [0000/0003 (0%)] Rec: 0.119, KLD: 0.026822090, Loss: 0.145822
====> Epoch: 527 Average loss: 0.04861
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 528 [0000/0003 (0%)] Rec: 0.121, KLD: 0.029802322, Loss: 0.150562
====> Epoch: 528 Average loss: 0.05019
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 529 [0000/0003 (0%)] Rec: 0.120, KLD: -0.014901161, Loss: 0.105388
====> Epoch: 529 Average loss: 0.03513
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 530 [0000/0003 (0%)] Rec: 0.119, KLD: -0.000000000, Loss: 0.119319
====> Epoch: 530 Average loss: 0.03977
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 531 [0000/0003 (0%)] Rec: 0.114, KLD: 0.005960464, Loss: 0.120413
====> Epoch: 531 Average loss: 0.04014
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 532 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.111562
====> Epoch: 532 Average loss: 0.03719
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 533 [0000/0003 (0%)] Rec: 0.121, KLD: -0.002980232, Loss: 0.117549
====> Epoch: 533 Average loss: 0.03918
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.604
======================================================
Train Epoch: 534 [0000/0003 (0%)] Rec: 0.119, KLD: -0.014901161, Loss: 0.103873
====> Epoch: 534 Average loss: 0.03462
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 535 [0000/0003 (0%)] Rec: 0.119, KLD: 0.002980232, Loss: 0.122196
====> Epoch: 535 Average loss: 0.04073
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 536 [0000/0003 (0%)] Rec: 0.116, KLD: 0.038743019, Loss: 0.154963
====> Epoch: 536 Average loss: 0.05165
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 537 [0000/0003 (0%)] Rec: 0.121, KLD: 0.026822090, Loss: 0.147331
====> Epoch: 537 Average loss: 0.04911
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 538 [0000/0003 (0%)] Rec: 0.118, KLD: -0.000000000, Loss: 0.117659
====> Epoch: 538 Average loss: 0.03922
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 539 [0000/0003 (0%)] Rec: 0.122, KLD: 0.011920929, Loss: 0.133606
====> Epoch: 539 Average loss: 0.04454
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 540 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.122562
====> Epoch: 540 Average loss: 0.04085
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 541 [0000/0003 (0%)] Rec: 0.116, KLD: -0.032782555, Loss: 0.083218
====> Epoch: 541 Average loss: 0.02774
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.585
======================================================
Train Epoch: 542 [0000/0003 (0%)] Rec: 0.121, KLD: 0.029802322, Loss: 0.150753
====> Epoch: 542 Average loss: 0.05025
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.598
======================================================
Train Epoch: 543 [0000/0003 (0%)] Rec: 0.121, KLD: -0.002980232, Loss: 0.118061
====> Epoch: 543 Average loss: 0.03935
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.583
======================================================
Train Epoch: 544 [0000/0003 (0%)] Rec: 0.122, KLD: 0.005960464, Loss: 0.128053
====> Epoch: 544 Average loss: 0.04268
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 545 [0000/0003 (0%)] Rec: 0.120, KLD: 0.002980232, Loss: 0.122802
====> Epoch: 545 Average loss: 0.04093
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 546 [0000/0003 (0%)] Rec: 0.117, KLD: -0.035762787, Loss: 0.081341
====> Epoch: 546 Average loss: 0.02711
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 547 [0000/0003 (0%)] Rec: 0.142, KLD: 0.020861626, Loss: 0.162382
====> Epoch: 547 Average loss: 0.05413
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 548 [0000/0003 (0%)] Rec: 0.121, KLD: -0.008940697, Loss: 0.111929
====> Epoch: 548 Average loss: 0.03731
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 549 [0000/0003 (0%)] Rec: 0.118, KLD: -0.000000000, Loss: 0.117802
====> Epoch: 549 Average loss: 0.03927
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 550 [0000/0003 (0%)] Rec: 0.130, KLD: -0.014901161, Loss: 0.114714
====> Epoch: 550 Average loss: 0.03824
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 551 [0000/0003 (0%)] Rec: 0.122, KLD: -0.005960464, Loss: 0.116086
====> Epoch: 551 Average loss: 0.03870
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.610
======================================================
Train Epoch: 552 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.140542
====> Epoch: 552 Average loss: 0.04685
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 553 [0000/0003 (0%)] Rec: 0.121, KLD: 0.023841858, Loss: 0.144716
====> Epoch: 553 Average loss: 0.04824
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 554 [0000/0003 (0%)] Rec: 0.124, KLD: -0.002980232, Loss: 0.120554
====> Epoch: 554 Average loss: 0.04018
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 555 [0000/0003 (0%)] Rec: 0.123, KLD: -0.000000000, Loss: 0.122801
====> Epoch: 555 Average loss: 0.04093
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 556 [0000/0003 (0%)] Rec: 0.115, KLD: 0.014901161, Loss: 0.130262
====> Epoch: 556 Average loss: 0.04342
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 557 [0000/0003 (0%)] Rec: 0.120, KLD: -0.032782555, Loss: 0.087400
====> Epoch: 557 Average loss: 0.02913
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 558 [0000/0003 (0%)] Rec: 0.119, KLD: -0.014901161, Loss: 0.103982
====> Epoch: 558 Average loss: 0.03466
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 559 [0000/0003 (0%)] Rec: 0.120, KLD: -0.002980232, Loss: 0.117001
====> Epoch: 559 Average loss: 0.03900
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.607
======================================================
Train Epoch: 560 [0000/0003 (0%)] Rec: 0.116, KLD: -0.026822090, Loss: 0.089259
====> Epoch: 560 Average loss: 0.02975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 561 [0000/0003 (0%)] Rec: 0.114, KLD: 0.017881393, Loss: 0.131576
====> Epoch: 561 Average loss: 0.04386
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 562 [0000/0003 (0%)] Rec: 0.120, KLD: 0.020861626, Loss: 0.140577
====> Epoch: 562 Average loss: 0.04686
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 563 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.112082
====> Epoch: 563 Average loss: 0.03736
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 564 [0000/0003 (0%)] Rec: 0.118, KLD: 0.038743019, Loss: 0.157233
====> Epoch: 564 Average loss: 0.05241
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 565 [0000/0003 (0%)] Rec: 0.117, KLD: -0.011920929, Loss: 0.104988
====> Epoch: 565 Average loss: 0.03500
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 566 [0000/0003 (0%)] Rec: 0.119, KLD: 0.011920929, Loss: 0.130666
====> Epoch: 566 Average loss: 0.04356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 567 [0000/0003 (0%)] Rec: 0.119, KLD: -0.011920929, Loss: 0.106751
====> Epoch: 567 Average loss: 0.03558
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 568 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.111902
====> Epoch: 568 Average loss: 0.03730
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 569 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.108413
====> Epoch: 569 Average loss: 0.03614
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 570 [0000/0003 (0%)] Rec: 0.116, KLD: 0.023841858, Loss: 0.139345
====> Epoch: 570 Average loss: 0.04645
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 571 [0000/0003 (0%)] Rec: 0.118, KLD: 0.005960464, Loss: 0.123495
====> Epoch: 571 Average loss: 0.04117
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 572 [0000/0003 (0%)] Rec: 0.126, KLD: -0.000000000, Loss: 0.125674
====> Epoch: 572 Average loss: 0.04189
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 573 [0000/0003 (0%)] Rec: 0.121, KLD: -0.000000000, Loss: 0.120864
====> Epoch: 573 Average loss: 0.04029
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 574 [0000/0003 (0%)] Rec: 0.118, KLD: -0.011920929, Loss: 0.105827
====> Epoch: 574 Average loss: 0.03528
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.600
======================================================
Train Epoch: 575 [0000/0003 (0%)] Rec: 0.116, KLD: 0.029802322, Loss: 0.145535
====> Epoch: 575 Average loss: 0.04851
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.603
======================================================
Train Epoch: 576 [0000/0003 (0%)] Rec: 0.119, KLD: 0.050663948, Loss: 0.170091
====> Epoch: 576 Average loss: 0.05670
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 577 [0000/0003 (0%)] Rec: 0.126, KLD: -0.020861626, Loss: 0.104716
====> Epoch: 577 Average loss: 0.03491
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 578 [0000/0003 (0%)] Rec: 0.116, KLD: 0.005960464, Loss: 0.122404
====> Epoch: 578 Average loss: 0.04080
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 579 [0000/0003 (0%)] Rec: 0.118, KLD: -0.005960464, Loss: 0.111575
====> Epoch: 579 Average loss: 0.03719
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 580 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.123424
====> Epoch: 580 Average loss: 0.04114
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 581 [0000/0003 (0%)] Rec: 0.120, KLD: -0.011920929, Loss: 0.107858
====> Epoch: 581 Average loss: 0.03595
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 582 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.107085
====> Epoch: 582 Average loss: 0.03570
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 583 [0000/0003 (0%)] Rec: 0.116, KLD: -0.011920929, Loss: 0.104245
====> Epoch: 583 Average loss: 0.03475
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 584 [0000/0003 (0%)] Rec: 0.114, KLD: 0.047683716, Loss: 0.161242
====> Epoch: 584 Average loss: 0.05375
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 585 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.123279
====> Epoch: 585 Average loss: 0.04109
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 586 [0000/0003 (0%)] Rec: 0.117, KLD: 0.002980232, Loss: 0.120380
====> Epoch: 586 Average loss: 0.04013
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 587 [0000/0003 (0%)] Rec: 0.114, KLD: 0.047683716, Loss: 0.162021
====> Epoch: 587 Average loss: 0.05401
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 588 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.107048
====> Epoch: 588 Average loss: 0.03568
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 589 [0000/0003 (0%)] Rec: 0.113, KLD: -0.002980232, Loss: 0.109644
====> Epoch: 589 Average loss: 0.03655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 590 [0000/0003 (0%)] Rec: 0.115, KLD: -0.032782555, Loss: 0.082447
====> Epoch: 590 Average loss: 0.02748
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 591 [0000/0003 (0%)] Rec: 0.121, KLD: 0.026822090, Loss: 0.147728
====> Epoch: 591 Average loss: 0.04924
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 592 [0000/0003 (0%)] Rec: 0.115, KLD: 0.041723251, Loss: 0.156328
====> Epoch: 592 Average loss: 0.05211
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.606
======================================================
Train Epoch: 593 [0000/0003 (0%)] Rec: 0.119, KLD: 0.011920929, Loss: 0.130866
====> Epoch: 593 Average loss: 0.04362
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 594 [0000/0003 (0%)] Rec: 0.117, KLD: -0.005960464, Loss: 0.110686
====> Epoch: 594 Average loss: 0.03690
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 595 [0000/0003 (0%)] Rec: 0.117, KLD: 0.038743019, Loss: 0.155516
====> Epoch: 595 Average loss: 0.05184
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 596 [0000/0003 (0%)] Rec: 0.113, KLD: 0.002980232, Loss: 0.116317
====> Epoch: 596 Average loss: 0.03877
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 597 [0000/0003 (0%)] Rec: 0.117, KLD: 0.002980232, Loss: 0.120055
====> Epoch: 597 Average loss: 0.04002
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 598 [0000/0003 (0%)] Rec: 0.117, KLD: 0.026822090, Loss: 0.143995
====> Epoch: 598 Average loss: 0.04800
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 599 [0000/0003 (0%)] Rec: 0.114, KLD: 0.008940697, Loss: 0.122923
====> Epoch: 599 Average loss: 0.04097
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 600 [0000/0003 (0%)] Rec: 0.117, KLD: -0.008940697, Loss: 0.107663
====> Epoch: 600 Average loss: 0.03589
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 601 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125743
====> Epoch: 601 Average loss: 0.04191
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 602 [0000/0003 (0%)] Rec: 0.112, KLD: 0.032782555, Loss: 0.145030
====> Epoch: 602 Average loss: 0.04834
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 603 [0000/0003 (0%)] Rec: 0.116, KLD: -0.008940697, Loss: 0.106984
====> Epoch: 603 Average loss: 0.03566
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 604 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.106236
====> Epoch: 604 Average loss: 0.03541
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 605 [0000/0003 (0%)] Rec: 0.111, KLD: 0.044703484, Loss: 0.155687
====> Epoch: 605 Average loss: 0.05190
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 606 [0000/0003 (0%)] Rec: 0.111, KLD: 0.023841858, Loss: 0.135203
====> Epoch: 606 Average loss: 0.04507
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 607 [0000/0003 (0%)] Rec: 0.111, KLD: 0.020861626, Loss: 0.132357
====> Epoch: 607 Average loss: 0.04412
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 608 [0000/0003 (0%)] Rec: 0.111, KLD: 0.020861626, Loss: 0.131912
====> Epoch: 608 Average loss: 0.04397
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 609 [0000/0003 (0%)] Rec: 0.113, KLD: 0.026822090, Loss: 0.140207
====> Epoch: 609 Average loss: 0.04674
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 610 [0000/0003 (0%)] Rec: 0.111, KLD: -0.005960464, Loss: 0.104839
====> Epoch: 610 Average loss: 0.03495
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 611 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.106414
====> Epoch: 611 Average loss: 0.03547
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 612 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119303
====> Epoch: 612 Average loss: 0.03977
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 613 [0000/0003 (0%)] Rec: 0.112, KLD: 0.008940697, Loss: 0.121335
====> Epoch: 613 Average loss: 0.04045
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 614 [0000/0003 (0%)] Rec: 0.111, KLD: -0.017881393, Loss: 0.093360
====> Epoch: 614 Average loss: 0.03112
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 615 [0000/0003 (0%)] Rec: 0.113, KLD: 0.026822090, Loss: 0.140231
====> Epoch: 615 Average loss: 0.04674
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 616 [0000/0003 (0%)] Rec: 0.109, KLD: 0.008940697, Loss: 0.117972
====> Epoch: 616 Average loss: 0.03932
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 617 [0000/0003 (0%)] Rec: 0.112, KLD: 0.029802322, Loss: 0.141715
====> Epoch: 617 Average loss: 0.04724
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 618 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125997
====> Epoch: 618 Average loss: 0.04200
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 619 [0000/0003 (0%)] Rec: 0.110, KLD: 0.002980232, Loss: 0.112824
====> Epoch: 619 Average loss: 0.03761
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 620 [0000/0003 (0%)] Rec: 0.113, KLD: -0.005960464, Loss: 0.106753
====> Epoch: 620 Average loss: 0.03558
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 621 [0000/0003 (0%)] Rec: 0.108, KLD: 0.005960464, Loss: 0.114274
====> Epoch: 621 Average loss: 0.03809
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 622 [0000/0003 (0%)] Rec: 0.115, KLD: -0.035762787, Loss: 0.079276
====> Epoch: 622 Average loss: 0.02643
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 623 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.105692
====> Epoch: 623 Average loss: 0.03523
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 624 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119247
====> Epoch: 624 Average loss: 0.03975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 625 [0000/0003 (0%)] Rec: 0.116, KLD: -0.002980232, Loss: 0.113462
====> Epoch: 625 Average loss: 0.03782
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 626 [0000/0003 (0%)] Rec: 0.112, KLD: -0.008940697, Loss: 0.103470
====> Epoch: 626 Average loss: 0.03449
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 627 [0000/0003 (0%)] Rec: 0.115, KLD: -0.029802322, Loss: 0.085326
====> Epoch: 627 Average loss: 0.02844
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 628 [0000/0003 (0%)] Rec: 0.114, KLD: 0.026822090, Loss: 0.140345
====> Epoch: 628 Average loss: 0.04678
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 629 [0000/0003 (0%)] Rec: 0.110, KLD: 0.011920929, Loss: 0.122125
====> Epoch: 629 Average loss: 0.04071
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 630 [0000/0003 (0%)] Rec: 0.113, KLD: -0.017881393, Loss: 0.095286
====> Epoch: 630 Average loss: 0.03176
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 631 [0000/0003 (0%)] Rec: 0.113, KLD: -0.020861626, Loss: 0.091667
====> Epoch: 631 Average loss: 0.03056
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 632 [0000/0003 (0%)] Rec: 0.109, KLD: 0.032782555, Loss: 0.141407
====> Epoch: 632 Average loss: 0.04714
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 633 [0000/0003 (0%)] Rec: 0.111, KLD: 0.008940697, Loss: 0.120399
====> Epoch: 633 Average loss: 0.04013
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 634 [0000/0003 (0%)] Rec: 0.110, KLD: -0.014901161, Loss: 0.094988
====> Epoch: 634 Average loss: 0.03166
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 635 [0000/0003 (0%)] Rec: 0.115, KLD: 0.029802322, Loss: 0.145003
====> Epoch: 635 Average loss: 0.04833
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 636 [0000/0003 (0%)] Rec: 0.111, KLD: 0.062584877, Loss: 0.173743
====> Epoch: 636 Average loss: 0.05791
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 637 [0000/0003 (0%)] Rec: 0.113, KLD: 0.038743019, Loss: 0.151775
====> Epoch: 637 Average loss: 0.05059
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 638 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.117903
====> Epoch: 638 Average loss: 0.03930
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 639 [0000/0003 (0%)] Rec: 0.109, KLD: 0.017881393, Loss: 0.127172
====> Epoch: 639 Average loss: 0.04239
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 640 [0000/0003 (0%)] Rec: 0.117, KLD: 0.005960464, Loss: 0.123139
====> Epoch: 640 Average loss: 0.04105
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 641 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106946
====> Epoch: 641 Average loss: 0.03565
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 642 [0000/0003 (0%)] Rec: 0.111, KLD: 0.029802322, Loss: 0.140399
====> Epoch: 642 Average loss: 0.04680
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 643 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106521
====> Epoch: 643 Average loss: 0.03551
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 644 [0000/0003 (0%)] Rec: 0.111, KLD: 0.008940697, Loss: 0.119656
====> Epoch: 644 Average loss: 0.03989
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 645 [0000/0003 (0%)] Rec: 0.110, KLD: 0.023841858, Loss: 0.133917
====> Epoch: 645 Average loss: 0.04464
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 646 [0000/0003 (0%)] Rec: 0.114, KLD: -0.000000000, Loss: 0.113973
====> Epoch: 646 Average loss: 0.03799
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 647 [0000/0003 (0%)] Rec: 0.109, KLD: -0.011920929, Loss: 0.097142
====> Epoch: 647 Average loss: 0.03238
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 648 [0000/0003 (0%)] Rec: 0.109, KLD: -0.005960464, Loss: 0.102902
====> Epoch: 648 Average loss: 0.03430
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 649 [0000/0003 (0%)] Rec: 0.109, KLD: -0.023841858, Loss: 0.085078
====> Epoch: 649 Average loss: 0.02836
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 650 [0000/0003 (0%)] Rec: 0.108, KLD: 0.029802322, Loss: 0.137864
====> Epoch: 650 Average loss: 0.04595
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 651 [0000/0003 (0%)] Rec: 0.107, KLD: 0.011920929, Loss: 0.118741
====> Epoch: 651 Average loss: 0.03958
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 652 [0000/0003 (0%)] Rec: 0.111, KLD: 0.038743019, Loss: 0.149269
====> Epoch: 652 Average loss: 0.04976
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 653 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.118140
====> Epoch: 653 Average loss: 0.03938
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 654 [0000/0003 (0%)] Rec: 0.111, KLD: 0.011920929, Loss: 0.123245
====> Epoch: 654 Average loss: 0.04108
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 655 [0000/0003 (0%)] Rec: 0.108, KLD: -0.011920929, Loss: 0.095911
====> Epoch: 655 Average loss: 0.03197
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 656 [0000/0003 (0%)] Rec: 0.112, KLD: 0.017881393, Loss: 0.129428
====> Epoch: 656 Average loss: 0.04314
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 657 [0000/0003 (0%)] Rec: 0.112, KLD: 0.005960464, Loss: 0.117707
====> Epoch: 657 Average loss: 0.03924
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 658 [0000/0003 (0%)] Rec: 0.114, KLD: 0.002980232, Loss: 0.116627
====> Epoch: 658 Average loss: 0.03888
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 659 [0000/0003 (0%)] Rec: 0.108, KLD: 0.026822090, Loss: 0.134586
====> Epoch: 659 Average loss: 0.04486
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 660 [0000/0003 (0%)] Rec: 0.112, KLD: 0.044703484, Loss: 0.156570
====> Epoch: 660 Average loss: 0.05219
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 661 [0000/0003 (0%)] Rec: 0.110, KLD: -0.017881393, Loss: 0.092455
====> Epoch: 661 Average loss: 0.03082
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 662 [0000/0003 (0%)] Rec: 0.114, KLD: 0.014901161, Loss: 0.129159
====> Epoch: 662 Average loss: 0.04305
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 663 [0000/0003 (0%)] Rec: 0.112, KLD: 0.020861626, Loss: 0.132805
====> Epoch: 663 Average loss: 0.04427
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 664 [0000/0003 (0%)] Rec: 0.113, KLD: 0.017881393, Loss: 0.131372
====> Epoch: 664 Average loss: 0.04379
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 665 [0000/0003 (0%)] Rec: 0.110, KLD: 0.026822090, Loss: 0.136340
====> Epoch: 665 Average loss: 0.04545
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 666 [0000/0003 (0%)] Rec: 0.119, KLD: 0.017881393, Loss: 0.136996
====> Epoch: 666 Average loss: 0.04567
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 667 [0000/0003 (0%)] Rec: 0.110, KLD: 0.035762787, Loss: 0.145664
====> Epoch: 667 Average loss: 0.04855
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 668 [0000/0003 (0%)] Rec: 0.113, KLD: -0.017881393, Loss: 0.095366
====> Epoch: 668 Average loss: 0.03179
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 669 [0000/0003 (0%)] Rec: 0.109, KLD: 0.029802322, Loss: 0.138931
====> Epoch: 669 Average loss: 0.04631
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 670 [0000/0003 (0%)] Rec: 0.112, KLD: -0.005960464, Loss: 0.105860
====> Epoch: 670 Average loss: 0.03529
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.610
======================================================
Train Epoch: 671 [0000/0003 (0%)] Rec: 0.109, KLD: 0.035762787, Loss: 0.144812
====> Epoch: 671 Average loss: 0.04827
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 672 [0000/0003 (0%)] Rec: 0.109, KLD: 0.005960464, Loss: 0.114939
====> Epoch: 672 Average loss: 0.03831
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 673 [0000/0003 (0%)] Rec: 0.108, KLD: 0.008940697, Loss: 0.117064
====> Epoch: 673 Average loss: 0.03902
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 674 [0000/0003 (0%)] Rec: 0.109, KLD: 0.002980232, Loss: 0.111743
====> Epoch: 674 Average loss: 0.03725
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 675 [0000/0003 (0%)] Rec: 0.110, KLD: 0.020861626, Loss: 0.130691
====> Epoch: 675 Average loss: 0.04356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 676 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.123475
====> Epoch: 676 Average loss: 0.04116
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 677 [0000/0003 (0%)] Rec: 0.108, KLD: -0.047683716, Loss: 0.060624
====> Epoch: 677 Average loss: 0.02021
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 678 [0000/0003 (0%)] Rec: 0.110, KLD: 0.014901161, Loss: 0.124925
====> Epoch: 678 Average loss: 0.04164
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.605
======================================================
Train Epoch: 679 [0000/0003 (0%)] Rec: 0.111, KLD: -0.002980232, Loss: 0.107524
====> Epoch: 679 Average loss: 0.03584
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 680 [0000/0003 (0%)] Rec: 0.113, KLD: 0.008940697, Loss: 0.122043
====> Epoch: 680 Average loss: 0.04068
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 681 [0000/0003 (0%)] Rec: 0.105, KLD: -0.008940697, Loss: 0.096440
====> Epoch: 681 Average loss: 0.03215
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 682 [0000/0003 (0%)] Rec: 0.111, KLD: 0.014901161, Loss: 0.125580
====> Epoch: 682 Average loss: 0.04186
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 683 [0000/0003 (0%)] Rec: 0.117, KLD: -0.017881393, Loss: 0.098860
====> Epoch: 683 Average loss: 0.03295
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 684 [0000/0003 (0%)] Rec: 0.109, KLD: -0.020861626, Loss: 0.088345
====> Epoch: 684 Average loss: 0.02945
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 685 [0000/0003 (0%)] Rec: 0.107, KLD: -0.020861626, Loss: 0.085880
====> Epoch: 685 Average loss: 0.02863
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 686 [0000/0003 (0%)] Rec: 0.109, KLD: -0.000000000, Loss: 0.109490
====> Epoch: 686 Average loss: 0.03650
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 687 [0000/0003 (0%)] Rec: 0.113, KLD: 0.044703484, Loss: 0.157523
====> Epoch: 687 Average loss: 0.05251
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 688 [0000/0003 (0%)] Rec: 0.106, KLD: -0.008940697, Loss: 0.097110
====> Epoch: 688 Average loss: 0.03237
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 689 [0000/0003 (0%)] Rec: 0.108, KLD: -0.000000000, Loss: 0.108100
====> Epoch: 689 Average loss: 0.03603
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 690 [0000/0003 (0%)] Rec: 0.107, KLD: 0.029802322, Loss: 0.136559
====> Epoch: 690 Average loss: 0.04552
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 691 [0000/0003 (0%)] Rec: 0.109, KLD: -0.026822090, Loss: 0.082612
====> Epoch: 691 Average loss: 0.02754
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 692 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.111990
====> Epoch: 692 Average loss: 0.03733
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 693 [0000/0003 (0%)] Rec: 0.107, KLD: 0.014901161, Loss: 0.122374
====> Epoch: 693 Average loss: 0.04079
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 694 [0000/0003 (0%)] Rec: 0.107, KLD: 0.014901161, Loss: 0.121526
====> Epoch: 694 Average loss: 0.04051
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 695 [0000/0003 (0%)] Rec: 0.108, KLD: -0.017881393, Loss: 0.090407
====> Epoch: 695 Average loss: 0.03014
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 696 [0000/0003 (0%)] Rec: 0.110, KLD: -0.000000000, Loss: 0.109814
====> Epoch: 696 Average loss: 0.03660
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 697 [0000/0003 (0%)] Rec: 0.106, KLD: 0.014901161, Loss: 0.120440
====> Epoch: 697 Average loss: 0.04015
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 698 [0000/0003 (0%)] Rec: 0.110, KLD: -0.002980232, Loss: 0.106710
====> Epoch: 698 Average loss: 0.03557
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 699 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.113331
====> Epoch: 699 Average loss: 0.03778
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 700 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.112446
====> Epoch: 700 Average loss: 0.03748
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.608
======================================================
Train Epoch: 701 [0000/0003 (0%)] Rec: 0.107, KLD: 0.062584877, Loss: 0.169760
====> Epoch: 701 Average loss: 0.05659
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 702 [0000/0003 (0%)] Rec: 0.109, KLD: 0.017881393, Loss: 0.126871
====> Epoch: 702 Average loss: 0.04229
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 703 [0000/0003 (0%)] Rec: 0.105, KLD: 0.005960464, Loss: 0.110624
====> Epoch: 703 Average loss: 0.03687
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 704 [0000/0003 (0%)] Rec: 0.107, KLD: -0.008940697, Loss: 0.097631
====> Epoch: 704 Average loss: 0.03254
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 705 [0000/0003 (0%)] Rec: 0.108, KLD: 0.011920929, Loss: 0.119540
====> Epoch: 705 Average loss: 0.03985
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 706 [0000/0003 (0%)] Rec: 0.109, KLD: -0.017881393, Loss: 0.090964
====> Epoch: 706 Average loss: 0.03032
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 707 [0000/0003 (0%)] Rec: 0.108, KLD: -0.011920929, Loss: 0.096536
====> Epoch: 707 Average loss: 0.03218
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 708 [0000/0003 (0%)] Rec: 0.109, KLD: 0.011920929, Loss: 0.121326
====> Epoch: 708 Average loss: 0.04044
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 709 [0000/0003 (0%)] Rec: 0.109, KLD: 0.029802322, Loss: 0.138587
====> Epoch: 709 Average loss: 0.04620
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 710 [0000/0003 (0%)] Rec: 0.104, KLD: 0.029802322, Loss: 0.134125
====> Epoch: 710 Average loss: 0.04471
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 711 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.118909
====> Epoch: 711 Average loss: 0.03964
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 712 [0000/0003 (0%)] Rec: 0.107, KLD: -0.047683716, Loss: 0.059024
====> Epoch: 712 Average loss: 0.01967
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.621
======================================================
Train Epoch: 713 [0000/0003 (0%)] Rec: 0.108, KLD: 0.008940697, Loss: 0.116898
====> Epoch: 713 Average loss: 0.03897
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 714 [0000/0003 (0%)] Rec: 0.103, KLD: 0.041723251, Loss: 0.145129
====> Epoch: 714 Average loss: 0.04838
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 715 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.125829
====> Epoch: 715 Average loss: 0.04194
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 716 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.111930
====> Epoch: 716 Average loss: 0.03731
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 717 [0000/0003 (0%)] Rec: 0.109, KLD: 0.050663948, Loss: 0.159912
====> Epoch: 717 Average loss: 0.05330
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 718 [0000/0003 (0%)] Rec: 0.108, KLD: 0.020861626, Loss: 0.129200
====> Epoch: 718 Average loss: 0.04307
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 719 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112770
====> Epoch: 719 Average loss: 0.03759
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 720 [0000/0003 (0%)] Rec: 0.106, KLD: -0.000000000, Loss: 0.106098
====> Epoch: 720 Average loss: 0.03537
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 721 [0000/0003 (0%)] Rec: 0.108, KLD: 0.035762787, Loss: 0.144232
====> Epoch: 721 Average loss: 0.04808
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 722 [0000/0003 (0%)] Rec: 0.106, KLD: 0.008940697, Loss: 0.114450
====> Epoch: 722 Average loss: 0.03815
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 723 [0000/0003 (0%)] Rec: 0.104, KLD: -0.005960464, Loss: 0.097847
====> Epoch: 723 Average loss: 0.03262
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 724 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112762
====> Epoch: 724 Average loss: 0.03759
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 725 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.129153
====> Epoch: 725 Average loss: 0.04305
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 726 [0000/0003 (0%)] Rec: 0.104, KLD: -0.038743019, Loss: 0.065232
====> Epoch: 726 Average loss: 0.02174
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 727 [0000/0003 (0%)] Rec: 0.106, KLD: 0.032782555, Loss: 0.138736
====> Epoch: 727 Average loss: 0.04625
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 728 [0000/0003 (0%)] Rec: 0.106, KLD: 0.056624413, Loss: 0.162994
====> Epoch: 728 Average loss: 0.05433
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 729 [0000/0003 (0%)] Rec: 0.110, KLD: 0.008940697, Loss: 0.119221
====> Epoch: 729 Average loss: 0.03974
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 730 [0000/0003 (0%)] Rec: 0.106, KLD: 0.005960464, Loss: 0.112290
====> Epoch: 730 Average loss: 0.03743
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 731 [0000/0003 (0%)] Rec: 0.106, KLD: 0.008940697, Loss: 0.115323
====> Epoch: 731 Average loss: 0.03844
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.609
======================================================
Train Epoch: 732 [0000/0003 (0%)] Rec: 0.104, KLD: -0.002980232, Loss: 0.101345
====> Epoch: 732 Average loss: 0.03378
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 733 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.123891
====> Epoch: 733 Average loss: 0.04130
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 734 [0000/0003 (0%)] Rec: 0.107, KLD: 0.020861626, Loss: 0.128200
====> Epoch: 734 Average loss: 0.04273
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 735 [0000/0003 (0%)] Rec: 0.106, KLD: 0.023841858, Loss: 0.130332
====> Epoch: 735 Average loss: 0.04344
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 736 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.113175
====> Epoch: 736 Average loss: 0.03773
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 737 [0000/0003 (0%)] Rec: 0.109, KLD: 0.002980232, Loss: 0.111489
====> Epoch: 737 Average loss: 0.03716
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 738 [0000/0003 (0%)] Rec: 0.109, KLD: 0.026822090, Loss: 0.136269
====> Epoch: 738 Average loss: 0.04542
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 739 [0000/0003 (0%)] Rec: 0.105, KLD: 0.008940697, Loss: 0.114414
====> Epoch: 739 Average loss: 0.03814
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 740 [0000/0003 (0%)] Rec: 0.106, KLD: 0.026822090, Loss: 0.132972
====> Epoch: 740 Average loss: 0.04432
Training time for epoch: 0.09s
-------------- Validation --------------
Val rec: 0.614
======================================================
Train Epoch: 741 [0000/0003 (0%)] Rec: 0.105, KLD: 0.008940697, Loss: 0.114288
====> Epoch: 741 Average loss: 0.03810
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.601
======================================================
Train Epoch: 742 [0000/0003 (0%)] Rec: 0.107, KLD: -0.002980232, Loss: 0.103632
====> Epoch: 742 Average loss: 0.03454
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 743 [0000/0003 (0%)] Rec: 0.109, KLD: 0.014901161, Loss: 0.123984
====> Epoch: 743 Average loss: 0.04133
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 744 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.126181
====> Epoch: 744 Average loss: 0.04206
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 745 [0000/0003 (0%)] Rec: 0.107, KLD: -0.002980232, Loss: 0.103679
====> Epoch: 745 Average loss: 0.03456
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 746 [0000/0003 (0%)] Rec: 0.106, KLD: -0.000000000, Loss: 0.105606
====> Epoch: 746 Average loss: 0.03520
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 747 [0000/0003 (0%)] Rec: 0.105, KLD: 0.020861626, Loss: 0.125766
====> Epoch: 747 Average loss: 0.04192
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 748 [0000/0003 (0%)] Rec: 0.110, KLD: -0.023841858, Loss: 0.085908
====> Epoch: 748 Average loss: 0.02864
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 749 [0000/0003 (0%)] Rec: 0.107, KLD: 0.020861626, Loss: 0.128294
====> Epoch: 749 Average loss: 0.04276
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 750 [0000/0003 (0%)] Rec: 0.104, KLD: 0.014901161, Loss: 0.118451
====> Epoch: 750 Average loss: 0.03948
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 751 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.128496
====> Epoch: 751 Average loss: 0.04283
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 752 [0000/0003 (0%)] Rec: 0.105, KLD: 0.029802322, Loss: 0.134846
====> Epoch: 752 Average loss: 0.04495
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 753 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.086166
====> Epoch: 753 Average loss: 0.02872
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 754 [0000/0003 (0%)] Rec: 0.106, KLD: 0.023841858, Loss: 0.129670
====> Epoch: 754 Average loss: 0.04322
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 755 [0000/0003 (0%)] Rec: 0.105, KLD: -0.000000000, Loss: 0.105279
====> Epoch: 755 Average loss: 0.03509
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 756 [0000/0003 (0%)] Rec: 0.105, KLD: -0.023841858, Loss: 0.081584
====> Epoch: 756 Average loss: 0.02719
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.628
======================================================
Train Epoch: 757 [0000/0003 (0%)] Rec: 0.109, KLD: 0.005960464, Loss: 0.114591
====> Epoch: 757 Average loss: 0.03820
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 758 [0000/0003 (0%)] Rec: 0.105, KLD: 0.026822090, Loss: 0.131906
====> Epoch: 758 Average loss: 0.04397
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 759 [0000/0003 (0%)] Rec: 0.104, KLD: 0.011920929, Loss: 0.116235
====> Epoch: 759 Average loss: 0.03874
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 760 [0000/0003 (0%)] Rec: 0.106, KLD: 0.017881393, Loss: 0.124152
====> Epoch: 760 Average loss: 0.04138
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 761 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127926
====> Epoch: 761 Average loss: 0.04264
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 762 [0000/0003 (0%)] Rec: 0.104, KLD: 0.017881393, Loss: 0.122052
====> Epoch: 762 Average loss: 0.04068
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 763 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.086499
====> Epoch: 763 Average loss: 0.02883
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 764 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.128506
====> Epoch: 764 Average loss: 0.04284
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 765 [0000/0003 (0%)] Rec: 0.107, KLD: 0.023841858, Loss: 0.130990
====> Epoch: 765 Average loss: 0.04366
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 766 [0000/0003 (0%)] Rec: 0.102, KLD: -0.008940697, Loss: 0.093177
====> Epoch: 766 Average loss: 0.03106
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 767 [0000/0003 (0%)] Rec: 0.107, KLD: 0.005960464, Loss: 0.112505
====> Epoch: 767 Average loss: 0.03750
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 768 [0000/0003 (0%)] Rec: 0.106, KLD: 0.044703484, Loss: 0.150605
====> Epoch: 768 Average loss: 0.05020
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.616
======================================================
Train Epoch: 769 [0000/0003 (0%)] Rec: 0.105, KLD: 0.014901161, Loss: 0.120394
====> Epoch: 769 Average loss: 0.04013
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 770 [0000/0003 (0%)] Rec: 0.108, KLD: 0.005960464, Loss: 0.114283
====> Epoch: 770 Average loss: 0.03809
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 771 [0000/0003 (0%)] Rec: 0.105, KLD: 0.005960464, Loss: 0.110463
====> Epoch: 771 Average loss: 0.03682
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 772 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.139079
====> Epoch: 772 Average loss: 0.04636
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 773 [0000/0003 (0%)] Rec: 0.105, KLD: -0.002980232, Loss: 0.102112
====> Epoch: 773 Average loss: 0.03404
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 774 [0000/0003 (0%)] Rec: 0.109, KLD: -0.005960464, Loss: 0.102847
====> Epoch: 774 Average loss: 0.03428
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 775 [0000/0003 (0%)] Rec: 0.103, KLD: 0.011920929, Loss: 0.114839
====> Epoch: 775 Average loss: 0.03828
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 776 [0000/0003 (0%)] Rec: 0.105, KLD: -0.005960464, Loss: 0.099539
====> Epoch: 776 Average loss: 0.03318
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 777 [0000/0003 (0%)] Rec: 0.102, KLD: -0.020861626, Loss: 0.081586
====> Epoch: 777 Average loss: 0.02720
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.612
======================================================
Train Epoch: 778 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127569
====> Epoch: 778 Average loss: 0.04252
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.617
======================================================
Train Epoch: 779 [0000/0003 (0%)] Rec: 0.103, KLD: -0.011920929, Loss: 0.091399
====> Epoch: 779 Average loss: 0.03047
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 780 [0000/0003 (0%)] Rec: 0.105, KLD: -0.011920929, Loss: 0.093213
====> Epoch: 780 Average loss: 0.03107
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 781 [0000/0003 (0%)] Rec: 0.104, KLD: 0.020861626, Loss: 0.124549
====> Epoch: 781 Average loss: 0.04152
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 782 [0000/0003 (0%)] Rec: 0.101, KLD: 0.023841858, Loss: 0.125259
====> Epoch: 782 Average loss: 0.04175
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 783 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102020
====> Epoch: 783 Average loss: 0.03401
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 784 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.139030
====> Epoch: 784 Average loss: 0.04634
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 785 [0000/0003 (0%)] Rec: 0.103, KLD: 0.035762787, Loss: 0.138896
====> Epoch: 785 Average loss: 0.04630
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 786 [0000/0003 (0%)] Rec: 0.105, KLD: -0.000000000, Loss: 0.104811
====> Epoch: 786 Average loss: 0.03494
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 787 [0000/0003 (0%)] Rec: 0.105, KLD: 0.023841858, Loss: 0.129303
====> Epoch: 787 Average loss: 0.04310
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 788 [0000/0003 (0%)] Rec: 0.103, KLD: 0.017881393, Loss: 0.120401
====> Epoch: 788 Average loss: 0.04013
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 789 [0000/0003 (0%)] Rec: 0.105, KLD: 0.014901161, Loss: 0.119768
====> Epoch: 789 Average loss: 0.03992
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 790 [0000/0003 (0%)] Rec: 0.105, KLD: -0.017881393, Loss: 0.087284
====> Epoch: 790 Average loss: 0.02909
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 791 [0000/0003 (0%)] Rec: 0.106, KLD: -0.017881393, Loss: 0.087940
====> Epoch: 791 Average loss: 0.02931
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 792 [0000/0003 (0%)] Rec: 0.104, KLD: 0.029802322, Loss: 0.133384
====> Epoch: 792 Average loss: 0.04446
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 793 [0000/0003 (0%)] Rec: 0.107, KLD: -0.011920929, Loss: 0.095358
====> Epoch: 793 Average loss: 0.03179
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 794 [0000/0003 (0%)] Rec: 0.102, KLD: 0.029802322, Loss: 0.132114
====> Epoch: 794 Average loss: 0.04404
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 795 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.101859
====> Epoch: 795 Average loss: 0.03395
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 796 [0000/0003 (0%)] Rec: 0.101, KLD: 0.020861626, Loss: 0.122234
====> Epoch: 796 Average loss: 0.04074
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.619
======================================================
Train Epoch: 797 [0000/0003 (0%)] Rec: 0.106, KLD: 0.002980232, Loss: 0.108542
====> Epoch: 797 Average loss: 0.03618
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 798 [0000/0003 (0%)] Rec: 0.102, KLD: 0.008940697, Loss: 0.110557
====> Epoch: 798 Average loss: 0.03685
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 799 [0000/0003 (0%)] Rec: 0.103, KLD: 0.020861626, Loss: 0.124316
====> Epoch: 799 Average loss: 0.04144
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 800 [0000/0003 (0%)] Rec: 0.104, KLD: 0.044703484, Loss: 0.148895
====> Epoch: 800 Average loss: 0.04963
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 801 [0000/0003 (0%)] Rec: 0.102, KLD: 0.026822090, Loss: 0.128693
====> Epoch: 801 Average loss: 0.04290
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 802 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.127431
====> Epoch: 802 Average loss: 0.04248
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 803 [0000/0003 (0%)] Rec: 0.105, KLD: 0.011920929, Loss: 0.116451
====> Epoch: 803 Average loss: 0.03882
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 804 [0000/0003 (0%)] Rec: 0.102, KLD: 0.041723251, Loss: 0.143741
====> Epoch: 804 Average loss: 0.04791
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 805 [0000/0003 (0%)] Rec: 0.104, KLD: 0.008940697, Loss: 0.112666
====> Epoch: 805 Average loss: 0.03756
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 806 [0000/0003 (0%)] Rec: 0.104, KLD: -0.053644180, Loss: 0.050486
====> Epoch: 806 Average loss: 0.01683
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 807 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.108933
====> Epoch: 807 Average loss: 0.03631
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 808 [0000/0003 (0%)] Rec: 0.104, KLD: -0.017881393, Loss: 0.085747
====> Epoch: 808 Average loss: 0.02858
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 809 [0000/0003 (0%)] Rec: 0.102, KLD: 0.008940697, Loss: 0.111056
====> Epoch: 809 Average loss: 0.03702
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 810 [0000/0003 (0%)] Rec: 0.103, KLD: 0.008940697, Loss: 0.111613
====> Epoch: 810 Average loss: 0.03720
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 811 [0000/0003 (0%)] Rec: 0.101, KLD: 0.008940697, Loss: 0.109601
====> Epoch: 811 Average loss: 0.03653
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 812 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.108807
====> Epoch: 812 Average loss: 0.03627
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 813 [0000/0003 (0%)] Rec: 0.103, KLD: -0.008940697, Loss: 0.094487
====> Epoch: 813 Average loss: 0.03150
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 814 [0000/0003 (0%)] Rec: 0.104, KLD: 0.002980232, Loss: 0.106765
====> Epoch: 814 Average loss: 0.03559
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 815 [0000/0003 (0%)] Rec: 0.104, KLD: 0.056624413, Loss: 0.160524
====> Epoch: 815 Average loss: 0.05351
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 816 [0000/0003 (0%)] Rec: 0.100, KLD: 0.008940697, Loss: 0.108891
====> Epoch: 816 Average loss: 0.03630
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 817 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.101671
====> Epoch: 817 Average loss: 0.03389
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 818 [0000/0003 (0%)] Rec: 0.102, KLD: -0.005960464, Loss: 0.096270
====> Epoch: 818 Average loss: 0.03209
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 819 [0000/0003 (0%)] Rec: 0.106, KLD: -0.008940697, Loss: 0.097436
====> Epoch: 819 Average loss: 0.03248
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 820 [0000/0003 (0%)] Rec: 0.102, KLD: -0.023841858, Loss: 0.077716
====> Epoch: 820 Average loss: 0.02591
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 821 [0000/0003 (0%)] Rec: 0.103, KLD: 0.050663948, Loss: 0.154108
====> Epoch: 821 Average loss: 0.05137
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.630
======================================================
Train Epoch: 822 [0000/0003 (0%)] Rec: 0.103, KLD: 0.017881393, Loss: 0.120685
====> Epoch: 822 Average loss: 0.04023
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 823 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102485
====> Epoch: 823 Average loss: 0.03416
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.631
======================================================
Train Epoch: 824 [0000/0003 (0%)] Rec: 0.104, KLD: 0.005960464, Loss: 0.110230
====> Epoch: 824 Average loss: 0.03674
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.634
======================================================
Train Epoch: 825 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.129902
====> Epoch: 825 Average loss: 0.04330
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 826 [0000/0003 (0%)] Rec: 0.102, KLD: -0.014901161, Loss: 0.087341
====> Epoch: 826 Average loss: 0.02911
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 827 [0000/0003 (0%)] Rec: 0.104, KLD: -0.011920929, Loss: 0.092038
====> Epoch: 827 Average loss: 0.03068
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.624
======================================================
Train Epoch: 828 [0000/0003 (0%)] Rec: 0.102, KLD: 0.017881393, Loss: 0.120285
====> Epoch: 828 Average loss: 0.04010
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 829 [0000/0003 (0%)] Rec: 0.102, KLD: 0.014901161, Loss: 0.116711
====> Epoch: 829 Average loss: 0.03890
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 830 [0000/0003 (0%)] Rec: 0.100, KLD: -0.017881393, Loss: 0.081950
====> Epoch: 830 Average loss: 0.02732
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 831 [0000/0003 (0%)] Rec: 0.102, KLD: 0.005960464, Loss: 0.108225
====> Epoch: 831 Average loss: 0.03608
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 832 [0000/0003 (0%)] Rec: 0.101, KLD: 0.029802322, Loss: 0.130799
====> Epoch: 832 Average loss: 0.04360
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 833 [0000/0003 (0%)] Rec: 0.104, KLD: 0.017881393, Loss: 0.122056
====> Epoch: 833 Average loss: 0.04069
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.620
======================================================
Train Epoch: 834 [0000/0003 (0%)] Rec: 0.103, KLD: 0.014901161, Loss: 0.117619
====> Epoch: 834 Average loss: 0.03921
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 835 [0000/0003 (0%)] Rec: 0.101, KLD: 0.026822090, Loss: 0.128232
====> Epoch: 835 Average loss: 0.04274
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 836 [0000/0003 (0%)] Rec: 0.102, KLD: 0.017881393, Loss: 0.119383
====> Epoch: 836 Average loss: 0.03979
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 837 [0000/0003 (0%)] Rec: 0.100, KLD: -0.014901161, Loss: 0.084704
====> Epoch: 837 Average loss: 0.02823
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 838 [0000/0003 (0%)] Rec: 0.104, KLD: 0.026822090, Loss: 0.130778
====> Epoch: 838 Average loss: 0.04359
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 839 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.130218
====> Epoch: 839 Average loss: 0.04341
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 840 [0000/0003 (0%)] Rec: 0.100, KLD: 0.005960464, Loss: 0.105515
====> Epoch: 840 Average loss: 0.03517
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 841 [0000/0003 (0%)] Rec: 0.101, KLD: 0.041723251, Loss: 0.142441
====> Epoch: 841 Average loss: 0.04748
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 842 [0000/0003 (0%)] Rec: 0.101, KLD: 0.053644180, Loss: 0.154220
====> Epoch: 842 Average loss: 0.05141
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 843 [0000/0003 (0%)] Rec: 0.103, KLD: -0.000000000, Loss: 0.103391
====> Epoch: 843 Average loss: 0.03446
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 844 [0000/0003 (0%)] Rec: 0.104, KLD: 0.011920929, Loss: 0.116313
====> Epoch: 844 Average loss: 0.03877
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 845 [0000/0003 (0%)] Rec: 0.102, KLD: 0.029802322, Loss: 0.132201
====> Epoch: 845 Average loss: 0.04407
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 846 [0000/0003 (0%)] Rec: 0.099, KLD: 0.026822090, Loss: 0.125988
====> Epoch: 846 Average loss: 0.04200
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 847 [0000/0003 (0%)] Rec: 0.101, KLD: 0.044703484, Loss: 0.145211
====> Epoch: 847 Average loss: 0.04840
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 848 [0000/0003 (0%)] Rec: 0.102, KLD: -0.023841858, Loss: 0.078100
====> Epoch: 848 Average loss: 0.02603
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 849 [0000/0003 (0%)] Rec: 0.102, KLD: -0.000000000, Loss: 0.102179
====> Epoch: 849 Average loss: 0.03406
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 850 [0000/0003 (0%)] Rec: 0.100, KLD: 0.059604645, Loss: 0.159681
====> Epoch: 850 Average loss: 0.05323
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 851 [0000/0003 (0%)] Rec: 0.104, KLD: 0.008940697, Loss: 0.112810
====> Epoch: 851 Average loss: 0.03760
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.615
======================================================
Train Epoch: 852 [0000/0003 (0%)] Rec: 0.105, KLD: -0.008940697, Loss: 0.096069
====> Epoch: 852 Average loss: 0.03202
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 853 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118589
====> Epoch: 853 Average loss: 0.03953
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 854 [0000/0003 (0%)] Rec: 0.101, KLD: 0.032782555, Loss: 0.134239
====> Epoch: 854 Average loss: 0.04475
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.641
======================================================
Train Epoch: 855 [0000/0003 (0%)] Rec: 0.105, KLD: -0.014901161, Loss: 0.089633
====> Epoch: 855 Average loss: 0.02988
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 856 [0000/0003 (0%)] Rec: 0.101, KLD: 0.023841858, Loss: 0.125056
====> Epoch: 856 Average loss: 0.04169
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.627
======================================================
Train Epoch: 857 [0000/0003 (0%)] Rec: 0.102, KLD: -0.002980232, Loss: 0.098725
====> Epoch: 857 Average loss: 0.03291
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.622
======================================================
Train Epoch: 858 [0000/0003 (0%)] Rec: 0.097, KLD: -0.017881393, Loss: 0.079428
====> Epoch: 858 Average loss: 0.02648
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 859 [0000/0003 (0%)] Rec: 0.099, KLD: 0.014901161, Loss: 0.114306
====> Epoch: 859 Average loss: 0.03810
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 860 [0000/0003 (0%)] Rec: 0.100, KLD: -0.011920929, Loss: 0.088244
====> Epoch: 860 Average loss: 0.02941
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 861 [0000/0003 (0%)] Rec: 0.099, KLD: 0.050663948, Loss: 0.149451
====> Epoch: 861 Average loss: 0.04982
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 862 [0000/0003 (0%)] Rec: 0.100, KLD: -0.002980232, Loss: 0.096768
====> Epoch: 862 Average loss: 0.03226
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 863 [0000/0003 (0%)] Rec: 0.098, KLD: 0.002980232, Loss: 0.100758
====> Epoch: 863 Average loss: 0.03359
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 864 [0000/0003 (0%)] Rec: 0.099, KLD: 0.023841858, Loss: 0.122452
====> Epoch: 864 Average loss: 0.04082
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 865 [0000/0003 (0%)] Rec: 0.101, KLD: 0.035762787, Loss: 0.137010
====> Epoch: 865 Average loss: 0.04567
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.618
======================================================
Train Epoch: 866 [0000/0003 (0%)] Rec: 0.098, KLD: 0.011920929, Loss: 0.110089
====> Epoch: 866 Average loss: 0.03670
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.625
======================================================
Train Epoch: 867 [0000/0003 (0%)] Rec: 0.100, KLD: 0.020861626, Loss: 0.121270
====> Epoch: 867 Average loss: 0.04042
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 868 [0000/0003 (0%)] Rec: 0.099, KLD: 0.023841858, Loss: 0.122703
====> Epoch: 868 Average loss: 0.04090
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 869 [0000/0003 (0%)] Rec: 0.098, KLD: 0.011920929, Loss: 0.110195
====> Epoch: 869 Average loss: 0.03673
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 870 [0000/0003 (0%)] Rec: 0.103, KLD: 0.002980232, Loss: 0.105496
====> Epoch: 870 Average loss: 0.03517
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 871 [0000/0003 (0%)] Rec: 0.099, KLD: 0.002980232, Loss: 0.101587
====> Epoch: 871 Average loss: 0.03386
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.642
======================================================
Train Epoch: 872 [0000/0003 (0%)] Rec: 0.102, KLD: 0.032782555, Loss: 0.134992
====> Epoch: 872 Average loss: 0.04500
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.623
======================================================
Train Epoch: 873 [0000/0003 (0%)] Rec: 0.102, KLD: 0.011920929, Loss: 0.113544
====> Epoch: 873 Average loss: 0.03785
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 874 [0000/0003 (0%)] Rec: 0.100, KLD: 0.020861626, Loss: 0.120820
====> Epoch: 874 Average loss: 0.04027
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 875 [0000/0003 (0%)] Rec: 0.101, KLD: 0.026822090, Loss: 0.128137
====> Epoch: 875 Average loss: 0.04271
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 876 [0000/0003 (0%)] Rec: 0.106, KLD: 0.026822090, Loss: 0.132384
====> Epoch: 876 Average loss: 0.04413
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 877 [0000/0003 (0%)] Rec: 0.100, KLD: 0.014901161, Loss: 0.114786
====> Epoch: 877 Average loss: 0.03826
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 878 [0000/0003 (0%)] Rec: 0.096, KLD: 0.038743019, Loss: 0.134890
====> Epoch: 878 Average loss: 0.04496
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.635
======================================================
Train Epoch: 879 [0000/0003 (0%)] Rec: 0.100, KLD: 0.035762787, Loss: 0.135456
====> Epoch: 879 Average loss: 0.04515
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.626
======================================================
Train Epoch: 880 [0000/0003 (0%)] Rec: 0.104, KLD: -0.005960464, Loss: 0.097578
====> Epoch: 880 Average loss: 0.03253
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 881 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118803
====> Epoch: 881 Average loss: 0.03960
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 882 [0000/0003 (0%)] Rec: 0.098, KLD: 0.023841858, Loss: 0.122305
====> Epoch: 882 Average loss: 0.04077
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 883 [0000/0003 (0%)] Rec: 0.112, KLD: 0.023841858, Loss: 0.135494
====> Epoch: 883 Average loss: 0.04516
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 884 [0000/0003 (0%)] Rec: 0.094, KLD: 0.014901161, Loss: 0.109388
====> Epoch: 884 Average loss: 0.03646
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.632
======================================================
Train Epoch: 885 [0000/0003 (0%)] Rec: 0.096, KLD: 0.020861626, Loss: 0.117005
====> Epoch: 885 Average loss: 0.03900
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.633
======================================================
Train Epoch: 886 [0000/0003 (0%)] Rec: 0.103, KLD: 0.005960464, Loss: 0.109190
====> Epoch: 886 Average loss: 0.03640
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 887 [0000/0003 (0%)] Rec: 0.097, KLD: 0.062584877, Loss: 0.159855
====> Epoch: 887 Average loss: 0.05329
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 888 [0000/0003 (0%)] Rec: 0.100, KLD: -0.002980232, Loss: 0.097465
====> Epoch: 888 Average loss: 0.03249
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 889 [0000/0003 (0%)] Rec: 0.100, KLD: -0.000000000, Loss: 0.099716
====> Epoch: 889 Average loss: 0.03324
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 890 [0000/0003 (0%)] Rec: 0.097, KLD: -0.011920929, Loss: 0.084706
====> Epoch: 890 Average loss: 0.02824
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 891 [0000/0003 (0%)] Rec: 0.097, KLD: -0.011920929, Loss: 0.085351
====> Epoch: 891 Average loss: 0.02845
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.640
======================================================
Train Epoch: 892 [0000/0003 (0%)] Rec: 0.101, KLD: -0.020861626, Loss: 0.080016
====> Epoch: 892 Average loss: 0.02667
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 893 [0000/0003 (0%)] Rec: 0.101, KLD: 0.017881393, Loss: 0.118586
====> Epoch: 893 Average loss: 0.03953
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 894 [0000/0003 (0%)] Rec: 0.098, KLD: 0.020861626, Loss: 0.118521
====> Epoch: 894 Average loss: 0.03951
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 895 [0000/0003 (0%)] Rec: 0.099, KLD: 0.047683716, Loss: 0.146264
====> Epoch: 895 Average loss: 0.04875
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 896 [0000/0003 (0%)] Rec: 0.097, KLD: 0.032782555, Loss: 0.129948
====> Epoch: 896 Average loss: 0.04332
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 897 [0000/0003 (0%)] Rec: 0.095, KLD: 0.023841858, Loss: 0.118569
====> Epoch: 897 Average loss: 0.03952
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 898 [0000/0003 (0%)] Rec: 0.099, KLD: 0.032782555, Loss: 0.131380
====> Epoch: 898 Average loss: 0.04379
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 899 [0000/0003 (0%)] Rec: 0.100, KLD: 0.005960464, Loss: 0.106046
====> Epoch: 899 Average loss: 0.03535
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 900 [0000/0003 (0%)] Rec: 0.099, KLD: 0.026822090, Loss: 0.126050
====> Epoch: 900 Average loss: 0.04202
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 901 [0000/0003 (0%)] Rec: 0.101, KLD: 0.014901161, Loss: 0.115911
====> Epoch: 901 Average loss: 0.03864
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 902 [0000/0003 (0%)] Rec: 0.100, KLD: -0.014901161, Loss: 0.085367
====> Epoch: 902 Average loss: 0.02846
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 903 [0000/0003 (0%)] Rec: 0.095, KLD: 0.014901161, Loss: 0.109573
====> Epoch: 903 Average loss: 0.03652
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 904 [0000/0003 (0%)] Rec: 0.101, KLD: 0.011920929, Loss: 0.112821
====> Epoch: 904 Average loss: 0.03761
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 905 [0000/0003 (0%)] Rec: 0.098, KLD: 0.023841858, Loss: 0.122302
====> Epoch: 905 Average loss: 0.04077
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 906 [0000/0003 (0%)] Rec: 0.101, KLD: -0.017881393, Loss: 0.083393
====> Epoch: 906 Average loss: 0.02780
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 907 [0000/0003 (0%)] Rec: 0.096, KLD: 0.017881393, Loss: 0.113914
====> Epoch: 907 Average loss: 0.03797
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 908 [0000/0003 (0%)] Rec: 0.098, KLD: -0.000000000, Loss: 0.097845
====> Epoch: 908 Average loss: 0.03262
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 909 [0000/0003 (0%)] Rec: 0.099, KLD: 0.047683716, Loss: 0.147107
====> Epoch: 909 Average loss: 0.04904
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 910 [0000/0003 (0%)] Rec: 0.094, KLD: 0.038743019, Loss: 0.132805
====> Epoch: 910 Average loss: 0.04427
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 911 [0000/0003 (0%)] Rec: 0.096, KLD: -0.014901161, Loss: 0.081352
====> Epoch: 911 Average loss: 0.02712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 912 [0000/0003 (0%)] Rec: 0.098, KLD: -0.014901161, Loss: 0.083020
====> Epoch: 912 Average loss: 0.02767
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 913 [0000/0003 (0%)] Rec: 0.098, KLD: 0.026822090, Loss: 0.124552
====> Epoch: 913 Average loss: 0.04152
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.636
======================================================
Train Epoch: 914 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.101010
====> Epoch: 914 Average loss: 0.03367
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.629
======================================================
Train Epoch: 915 [0000/0003 (0%)] Rec: 0.099, KLD: 0.035762787, Loss: 0.134883
====> Epoch: 915 Average loss: 0.04496
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 916 [0000/0003 (0%)] Rec: 0.097, KLD: 0.020861626, Loss: 0.118090
====> Epoch: 916 Average loss: 0.03936
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 917 [0000/0003 (0%)] Rec: 0.098, KLD: -0.005960464, Loss: 0.092149
====> Epoch: 917 Average loss: 0.03072
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 918 [0000/0003 (0%)] Rec: 0.095, KLD: 0.002980232, Loss: 0.097933
====> Epoch: 918 Average loss: 0.03264
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 919 [0000/0003 (0%)] Rec: 0.095, KLD: -0.005960464, Loss: 0.089413
====> Epoch: 919 Average loss: 0.02980
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 920 [0000/0003 (0%)] Rec: 0.095, KLD: 0.002980232, Loss: 0.097536
====> Epoch: 920 Average loss: 0.03251
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 921 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.111042
====> Epoch: 921 Average loss: 0.03701
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.646
======================================================
Train Epoch: 922 [0000/0003 (0%)] Rec: 0.100, KLD: 0.029802322, Loss: 0.129897
====> Epoch: 922 Average loss: 0.04330
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.644
======================================================
Train Epoch: 923 [0000/0003 (0%)] Rec: 0.095, KLD: 0.017881393, Loss: 0.113205
====> Epoch: 923 Average loss: 0.03774
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 924 [0000/0003 (0%)] Rec: 0.097, KLD: 0.047683716, Loss: 0.145041
====> Epoch: 924 Average loss: 0.04835
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 925 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119235
====> Epoch: 925 Average loss: 0.03974
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 926 [0000/0003 (0%)] Rec: 0.095, KLD: 0.035762787, Loss: 0.130816
====> Epoch: 926 Average loss: 0.04361
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 927 [0000/0003 (0%)] Rec: 0.097, KLD: 0.026822090, Loss: 0.123695
====> Epoch: 927 Average loss: 0.04123
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 928 [0000/0003 (0%)] Rec: 0.095, KLD: 0.011920929, Loss: 0.106726
====> Epoch: 928 Average loss: 0.03558
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.637
======================================================
Train Epoch: 929 [0000/0003 (0%)] Rec: 0.099, KLD: 0.029802322, Loss: 0.128771
====> Epoch: 929 Average loss: 0.04292
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 930 [0000/0003 (0%)] Rec: 0.096, KLD: 0.005960464, Loss: 0.101500
====> Epoch: 930 Average loss: 0.03383
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 931 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104529
====> Epoch: 931 Average loss: 0.03484
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 932 [0000/0003 (0%)] Rec: 0.096, KLD: -0.032782555, Loss: 0.063003
====> Epoch: 932 Average loss: 0.02100
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 933 [0000/0003 (0%)] Rec: 0.098, KLD: -0.029802322, Loss: 0.068183
====> Epoch: 933 Average loss: 0.02273
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 934 [0000/0003 (0%)] Rec: 0.094, KLD: -0.011920929, Loss: 0.082440
====> Epoch: 934 Average loss: 0.02748
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 935 [0000/0003 (0%)] Rec: 0.092, KLD: 0.035762787, Loss: 0.127271
====> Epoch: 935 Average loss: 0.04242
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 936 [0000/0003 (0%)] Rec: 0.094, KLD: -0.014901161, Loss: 0.079197
====> Epoch: 936 Average loss: 0.02640
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 937 [0000/0003 (0%)] Rec: 0.089, KLD: 0.032782555, Loss: 0.122016
====> Epoch: 937 Average loss: 0.04067
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 938 [0000/0003 (0%)] Rec: 0.096, KLD: 0.029802322, Loss: 0.126237
====> Epoch: 938 Average loss: 0.04208
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 939 [0000/0003 (0%)] Rec: 0.094, KLD: 0.005960464, Loss: 0.099768
====> Epoch: 939 Average loss: 0.03326
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 940 [0000/0003 (0%)] Rec: 0.092, KLD: 0.056624413, Loss: 0.148395
====> Epoch: 940 Average loss: 0.04946
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 941 [0000/0003 (0%)] Rec: 0.104, KLD: 0.023841858, Loss: 0.128046
====> Epoch: 941 Average loss: 0.04268
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.639
======================================================
Train Epoch: 942 [0000/0003 (0%)] Rec: 0.096, KLD: -0.047683716, Loss: 0.047818
====> Epoch: 942 Average loss: 0.01594
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 943 [0000/0003 (0%)] Rec: 0.098, KLD: -0.011920929, Loss: 0.086106
====> Epoch: 943 Average loss: 0.02870
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 944 [0000/0003 (0%)] Rec: 0.091, KLD: 0.017881393, Loss: 0.109046
====> Epoch: 944 Average loss: 0.03635
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 945 [0000/0003 (0%)] Rec: 0.092, KLD: 0.044703484, Loss: 0.136405
====> Epoch: 945 Average loss: 0.04547
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 946 [0000/0003 (0%)] Rec: 0.094, KLD: -0.023841858, Loss: 0.069667
====> Epoch: 946 Average loss: 0.02322
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 947 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.109422
====> Epoch: 947 Average loss: 0.03647
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 948 [0000/0003 (0%)] Rec: 0.097, KLD: 0.023841858, Loss: 0.120545
====> Epoch: 948 Average loss: 0.04018
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 949 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.103350
====> Epoch: 949 Average loss: 0.03445
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 950 [0000/0003 (0%)] Rec: 0.093, KLD: 0.026822090, Loss: 0.119860
====> Epoch: 950 Average loss: 0.03995
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 951 [0000/0003 (0%)] Rec: 0.093, KLD: 0.065565109, Loss: 0.158536
====> Epoch: 951 Average loss: 0.05285
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 952 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099536
====> Epoch: 952 Average loss: 0.03318
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 953 [0000/0003 (0%)] Rec: 0.092, KLD: 0.011920929, Loss: 0.104124
====> Epoch: 953 Average loss: 0.03471
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 954 [0000/0003 (0%)] Rec: 0.094, KLD: -0.005960464, Loss: 0.087633
====> Epoch: 954 Average loss: 0.02921
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 955 [0000/0003 (0%)] Rec: 0.097, KLD: 0.008940697, Loss: 0.105824
====> Epoch: 955 Average loss: 0.03527
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 956 [0000/0003 (0%)] Rec: 0.095, KLD: 0.029802322, Loss: 0.124689
====> Epoch: 956 Average loss: 0.04156
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 957 [0000/0003 (0%)] Rec: 0.092, KLD: 0.020861626, Loss: 0.112902
====> Epoch: 957 Average loss: 0.03763
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 958 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117364
====> Epoch: 958 Average loss: 0.03912
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 959 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119559
====> Epoch: 959 Average loss: 0.03985
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 960 [0000/0003 (0%)] Rec: 0.091, KLD: -0.050663948, Loss: 0.039952
====> Epoch: 960 Average loss: 0.01332
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 961 [0000/0003 (0%)] Rec: 0.090, KLD: 0.044703484, Loss: 0.134888
====> Epoch: 961 Average loss: 0.04496
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 962 [0000/0003 (0%)] Rec: 0.093, KLD: 0.032782555, Loss: 0.125978
====> Epoch: 962 Average loss: 0.04199
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 963 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.103047
====> Epoch: 963 Average loss: 0.03435
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 964 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.101160
====> Epoch: 964 Average loss: 0.03372
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 965 [0000/0003 (0%)] Rec: 0.092, KLD: 0.020861626, Loss: 0.112808
====> Epoch: 965 Average loss: 0.03760
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 966 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115734
====> Epoch: 966 Average loss: 0.03858
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 967 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117605
====> Epoch: 967 Average loss: 0.03920
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 968 [0000/0003 (0%)] Rec: 0.095, KLD: 0.008940697, Loss: 0.104227
====> Epoch: 968 Average loss: 0.03474
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 969 [0000/0003 (0%)] Rec: 0.096, KLD: 0.023841858, Loss: 0.120067
====> Epoch: 969 Average loss: 0.04002
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.651
======================================================
Train Epoch: 970 [0000/0003 (0%)] Rec: 0.095, KLD: 0.023841858, Loss: 0.118477
====> Epoch: 970 Average loss: 0.03949
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 971 [0000/0003 (0%)] Rec: 0.096, KLD: 0.020861626, Loss: 0.116500
====> Epoch: 971 Average loss: 0.03883
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 972 [0000/0003 (0%)] Rec: 0.091, KLD: 0.026822090, Loss: 0.117575
====> Epoch: 972 Average loss: 0.03919
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 973 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109151
====> Epoch: 973 Average loss: 0.03638
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.720
======================================================
Train Epoch: 974 [0000/0003 (0%)] Rec: 0.101, KLD: 0.053644180, Loss: 0.154857
====> Epoch: 974 Average loss: 0.05162
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 975 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104719
====> Epoch: 975 Average loss: 0.03491
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 976 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119175
====> Epoch: 976 Average loss: 0.03973
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.638
======================================================
Train Epoch: 977 [0000/0003 (0%)] Rec: 0.095, KLD: 0.011920929, Loss: 0.106545
====> Epoch: 977 Average loss: 0.03552
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 978 [0000/0003 (0%)] Rec: 0.090, KLD: 0.062584877, Loss: 0.152409
====> Epoch: 978 Average loss: 0.05080
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 979 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.093734
====> Epoch: 979 Average loss: 0.03124
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 980 [0000/0003 (0%)] Rec: 0.094, KLD: 0.032782555, Loss: 0.127187
====> Epoch: 980 Average loss: 0.04240
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 981 [0000/0003 (0%)] Rec: 0.092, KLD: 0.029802322, Loss: 0.121964
====> Epoch: 981 Average loss: 0.04065
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 982 [0000/0003 (0%)] Rec: 0.093, KLD: 0.002980232, Loss: 0.095899
====> Epoch: 982 Average loss: 0.03197
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 983 [0000/0003 (0%)] Rec: 0.088, KLD: 0.044703484, Loss: 0.132673
====> Epoch: 983 Average loss: 0.04422
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 984 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.095882
====> Epoch: 984 Average loss: 0.03196
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 985 [0000/0003 (0%)] Rec: 0.092, KLD: 0.026822090, Loss: 0.119293
====> Epoch: 985 Average loss: 0.03976
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 986 [0000/0003 (0%)] Rec: 0.092, KLD: 0.029802322, Loss: 0.122294
====> Epoch: 986 Average loss: 0.04076
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 987 [0000/0003 (0%)] Rec: 0.099, KLD: 0.032782555, Loss: 0.131851
====> Epoch: 987 Average loss: 0.04395
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 988 [0000/0003 (0%)] Rec: 0.095, KLD: 0.005960464, Loss: 0.100893
====> Epoch: 988 Average loss: 0.03363
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 989 [0000/0003 (0%)] Rec: 0.094, KLD: 0.002980232, Loss: 0.097403
====> Epoch: 989 Average loss: 0.03247
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 990 [0000/0003 (0%)] Rec: 0.093, KLD: 0.008940697, Loss: 0.101695
====> Epoch: 990 Average loss: 0.03390
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.649
======================================================
Train Epoch: 991 [0000/0003 (0%)] Rec: 0.091, KLD: 0.041723251, Loss: 0.132968
====> Epoch: 991 Average loss: 0.04432
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 992 [0000/0003 (0%)] Rec: 0.088, KLD: 0.017881393, Loss: 0.105449
====> Epoch: 992 Average loss: 0.03515
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 993 [0000/0003 (0%)] Rec: 0.089, KLD: 0.035762787, Loss: 0.124833
====> Epoch: 993 Average loss: 0.04161
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 994 [0000/0003 (0%)] Rec: 0.098, KLD: 0.002980232, Loss: 0.101235
====> Epoch: 994 Average loss: 0.03374
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 995 [0000/0003 (0%)] Rec: 0.094, KLD: 0.017881393, Loss: 0.111904
====> Epoch: 995 Average loss: 0.03730
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 996 [0000/0003 (0%)] Rec: 0.094, KLD: 0.008940697, Loss: 0.102896
====> Epoch: 996 Average loss: 0.03430
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 997 [0000/0003 (0%)] Rec: 0.088, KLD: -0.041723251, Loss: 0.046539
====> Epoch: 997 Average loss: 0.01551
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 998 [0000/0003 (0%)] Rec: 0.088, KLD: 0.026822090, Loss: 0.114464
====> Epoch: 998 Average loss: 0.03815
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 999 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096077
====> Epoch: 999 Average loss: 0.03203
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1000 [0000/0003 (0%)] Rec: 0.091, KLD: 0.011920929, Loss: 0.103397
====> Epoch: 1000 Average loss: 0.03447
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1001 [0000/0003 (0%)] Rec: 0.097, KLD: 0.026822090, Loss: 0.124297
====> Epoch: 1001 Average loss: 0.04143
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1002 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.116031
====> Epoch: 1002 Average loss: 0.03868
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1003 [0000/0003 (0%)] Rec: 0.091, KLD: 0.005960464, Loss: 0.096670
====> Epoch: 1003 Average loss: 0.03222
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1004 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.095833
====> Epoch: 1004 Average loss: 0.03194
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1005 [0000/0003 (0%)] Rec: 0.092, KLD: -0.014901161, Loss: 0.077412
====> Epoch: 1005 Average loss: 0.02580
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1006 [0000/0003 (0%)] Rec: 0.087, KLD: -0.002980232, Loss: 0.083588
====> Epoch: 1006 Average loss: 0.02786
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1007 [0000/0003 (0%)] Rec: 0.089, KLD: 0.062584877, Loss: 0.151869
====> Epoch: 1007 Average loss: 0.05062
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1008 [0000/0003 (0%)] Rec: 0.087, KLD: -0.005960464, Loss: 0.081039
====> Epoch: 1008 Average loss: 0.02701
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1009 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.111480
====> Epoch: 1009 Average loss: 0.03716
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1010 [0000/0003 (0%)] Rec: 0.094, KLD: 0.005960464, Loss: 0.099776
====> Epoch: 1010 Average loss: 0.03326
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1011 [0000/0003 (0%)] Rec: 0.094, KLD: -0.014901161, Loss: 0.079578
====> Epoch: 1011 Average loss: 0.02653
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1012 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.110181
====> Epoch: 1012 Average loss: 0.03673
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1013 [0000/0003 (0%)] Rec: 0.098, KLD: 0.017881393, Loss: 0.115757
====> Epoch: 1013 Average loss: 0.03859
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1014 [0000/0003 (0%)] Rec: 0.092, KLD: 0.017881393, Loss: 0.109784
====> Epoch: 1014 Average loss: 0.03659
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1015 [0000/0003 (0%)] Rec: 0.093, KLD: -0.000000000, Loss: 0.092939
====> Epoch: 1015 Average loss: 0.03098
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1016 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092545
====> Epoch: 1016 Average loss: 0.03085
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1017 [0000/0003 (0%)] Rec: 0.094, KLD: 0.002980232, Loss: 0.096659
====> Epoch: 1017 Average loss: 0.03222
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 1018 [0000/0003 (0%)] Rec: 0.093, KLD: 0.023841858, Loss: 0.116942
====> Epoch: 1018 Average loss: 0.03898
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1019 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.108302
====> Epoch: 1019 Average loss: 0.03610
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1020 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105174
====> Epoch: 1020 Average loss: 0.03506
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1021 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.100332
====> Epoch: 1021 Average loss: 0.03344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1022 [0000/0003 (0%)] Rec: 0.092, KLD: 0.044703484, Loss: 0.136246
====> Epoch: 1022 Average loss: 0.04542
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1023 [0000/0003 (0%)] Rec: 0.091, KLD: -0.032782555, Loss: 0.058016
====> Epoch: 1023 Average loss: 0.01934
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1024 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099848
====> Epoch: 1024 Average loss: 0.03328
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1025 [0000/0003 (0%)] Rec: 0.093, KLD: 0.035762787, Loss: 0.129250
====> Epoch: 1025 Average loss: 0.04308
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1026 [0000/0003 (0%)] Rec: 0.097, KLD: 0.035762787, Loss: 0.132534
====> Epoch: 1026 Average loss: 0.04418
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1027 [0000/0003 (0%)] Rec: 0.091, KLD: -0.020861626, Loss: 0.070301
====> Epoch: 1027 Average loss: 0.02343
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.643
======================================================
Train Epoch: 1028 [0000/0003 (0%)] Rec: 0.097, KLD: 0.008940697, Loss: 0.106247
====> Epoch: 1028 Average loss: 0.03542
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 1029 [0000/0003 (0%)] Rec: 0.094, KLD: 0.047683716, Loss: 0.141324
====> Epoch: 1029 Average loss: 0.04711
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1030 [0000/0003 (0%)] Rec: 0.092, KLD: -0.014901161, Loss: 0.076678
====> Epoch: 1030 Average loss: 0.02556
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1031 [0000/0003 (0%)] Rec: 0.091, KLD: 0.038743019, Loss: 0.129628
====> Epoch: 1031 Average loss: 0.04321
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1032 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109079
====> Epoch: 1032 Average loss: 0.03636
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1033 [0000/0003 (0%)] Rec: 0.090, KLD: 0.041723251, Loss: 0.131697
====> Epoch: 1033 Average loss: 0.04390
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1034 [0000/0003 (0%)] Rec: 0.090, KLD: 0.005960464, Loss: 0.096268
====> Epoch: 1034 Average loss: 0.03209
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1035 [0000/0003 (0%)] Rec: 0.089, KLD: -0.014901161, Loss: 0.074551
====> Epoch: 1035 Average loss: 0.02485
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1036 [0000/0003 (0%)] Rec: 0.094, KLD: 0.041723251, Loss: 0.135640
====> Epoch: 1036 Average loss: 0.04521
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1037 [0000/0003 (0%)] Rec: 0.092, KLD: -0.017881393, Loss: 0.074596
====> Epoch: 1037 Average loss: 0.02487
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1038 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104731
====> Epoch: 1038 Average loss: 0.03491
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.711
======================================================
Train Epoch: 1039 [0000/0003 (0%)] Rec: 0.092, KLD: 0.014901161, Loss: 0.106463
====> Epoch: 1039 Average loss: 0.03549
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1040 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.110765
====> Epoch: 1040 Average loss: 0.03692
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1041 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088407
====> Epoch: 1041 Average loss: 0.02947
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1042 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.112082
====> Epoch: 1042 Average loss: 0.03736
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1043 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.107723
====> Epoch: 1043 Average loss: 0.03591
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1044 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115488
====> Epoch: 1044 Average loss: 0.03850
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1045 [0000/0003 (0%)] Rec: 0.088, KLD: 0.002980232, Loss: 0.091382
====> Epoch: 1045 Average loss: 0.03046
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1046 [0000/0003 (0%)] Rec: 0.092, KLD: 0.032782555, Loss: 0.124343
====> Epoch: 1046 Average loss: 0.04145
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1047 [0000/0003 (0%)] Rec: 0.090, KLD: -0.032782555, Loss: 0.057410
====> Epoch: 1047 Average loss: 0.01914
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1048 [0000/0003 (0%)] Rec: 0.091, KLD: -0.026822090, Loss: 0.064224
====> Epoch: 1048 Average loss: 0.02141
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1049 [0000/0003 (0%)] Rec: 0.091, KLD: 0.020861626, Loss: 0.111408
====> Epoch: 1049 Average loss: 0.03714
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1050 [0000/0003 (0%)] Rec: 0.090, KLD: -0.011920929, Loss: 0.077723
====> Epoch: 1050 Average loss: 0.02591
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1051 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.103562
====> Epoch: 1051 Average loss: 0.03452
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1052 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.094050
====> Epoch: 1052 Average loss: 0.03135
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1053 [0000/0003 (0%)] Rec: 0.088, KLD: 0.038743019, Loss: 0.126937
====> Epoch: 1053 Average loss: 0.04231
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1054 [0000/0003 (0%)] Rec: 0.090, KLD: -0.002980232, Loss: 0.087473
====> Epoch: 1054 Average loss: 0.02916
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1055 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104913
====> Epoch: 1055 Average loss: 0.03497
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1056 [0000/0003 (0%)] Rec: 0.092, KLD: 0.002980232, Loss: 0.094538
====> Epoch: 1056 Average loss: 0.03151
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1057 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.082133
====> Epoch: 1057 Average loss: 0.02738
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1058 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.095064
====> Epoch: 1058 Average loss: 0.03169
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1059 [0000/0003 (0%)] Rec: 0.086, KLD: 0.041723251, Loss: 0.127602
====> Epoch: 1059 Average loss: 0.04253
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1060 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092951
====> Epoch: 1060 Average loss: 0.03098
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1061 [0000/0003 (0%)] Rec: 0.089, KLD: 0.044703484, Loss: 0.133815
====> Epoch: 1061 Average loss: 0.04460
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1062 [0000/0003 (0%)] Rec: 0.090, KLD: 0.008940697, Loss: 0.098630
====> Epoch: 1062 Average loss: 0.03288
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1063 [0000/0003 (0%)] Rec: 0.090, KLD: 0.035762787, Loss: 0.125342
====> Epoch: 1063 Average loss: 0.04178
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1064 [0000/0003 (0%)] Rec: 0.091, KLD: -0.002980232, Loss: 0.087877
====> Epoch: 1064 Average loss: 0.02929
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1065 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.103575
====> Epoch: 1065 Average loss: 0.03452
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1066 [0000/0003 (0%)] Rec: 0.087, KLD: -0.017881393, Loss: 0.069525
====> Epoch: 1066 Average loss: 0.02317
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1067 [0000/0003 (0%)] Rec: 0.093, KLD: 0.011920929, Loss: 0.104549
====> Epoch: 1067 Average loss: 0.03485
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1068 [0000/0003 (0%)] Rec: 0.089, KLD: 0.011920929, Loss: 0.100671
====> Epoch: 1068 Average loss: 0.03356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1069 [0000/0003 (0%)] Rec: 0.085, KLD: -0.017881393, Loss: 0.066680
====> Epoch: 1069 Average loss: 0.02223
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1070 [0000/0003 (0%)] Rec: 0.089, KLD: 0.056624413, Loss: 0.145394
====> Epoch: 1070 Average loss: 0.04846
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1071 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092859
====> Epoch: 1071 Average loss: 0.03095
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1072 [0000/0003 (0%)] Rec: 0.089, KLD: -0.008940697, Loss: 0.080190
====> Epoch: 1072 Average loss: 0.02673
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1073 [0000/0003 (0%)] Rec: 0.096, KLD: -0.008940697, Loss: 0.087113
====> Epoch: 1073 Average loss: 0.02904
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1074 [0000/0003 (0%)] Rec: 0.088, KLD: 0.050663948, Loss: 0.139102
====> Epoch: 1074 Average loss: 0.04637
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1075 [0000/0003 (0%)] Rec: 0.086, KLD: -0.008940697, Loss: 0.076835
====> Epoch: 1075 Average loss: 0.02561
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1076 [0000/0003 (0%)] Rec: 0.090, KLD: 0.056624413, Loss: 0.146918
====> Epoch: 1076 Average loss: 0.04897
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1077 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096354
====> Epoch: 1077 Average loss: 0.03212
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1078 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109048
====> Epoch: 1078 Average loss: 0.03635
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1079 [0000/0003 (0%)] Rec: 0.094, KLD: 0.023841858, Loss: 0.117655
====> Epoch: 1079 Average loss: 0.03922
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1080 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.112182
====> Epoch: 1080 Average loss: 0.03739
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1081 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099287
====> Epoch: 1081 Average loss: 0.03310
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 1082 [0000/0003 (0%)] Rec: 0.092, KLD: -0.000000000, Loss: 0.092473
====> Epoch: 1082 Average loss: 0.03082
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1083 [0000/0003 (0%)] Rec: 0.086, KLD: -0.000000000, Loss: 0.086324
====> Epoch: 1083 Average loss: 0.02877
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1084 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096034
====> Epoch: 1084 Average loss: 0.03201
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1085 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.088914
====> Epoch: 1085 Average loss: 0.02964
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1086 [0000/0003 (0%)] Rec: 0.088, KLD: -0.053644180, Loss: 0.034349
====> Epoch: 1086 Average loss: 0.01145
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1087 [0000/0003 (0%)] Rec: 0.090, KLD: 0.035762787, Loss: 0.125593
====> Epoch: 1087 Average loss: 0.04186
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1088 [0000/0003 (0%)] Rec: 0.088, KLD: 0.011920929, Loss: 0.099767
====> Epoch: 1088 Average loss: 0.03326
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1089 [0000/0003 (0%)] Rec: 0.089, KLD: 0.014901161, Loss: 0.104384
====> Epoch: 1089 Average loss: 0.03479
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1090 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115999
====> Epoch: 1090 Average loss: 0.03867
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1091 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.109281
====> Epoch: 1091 Average loss: 0.03643
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1092 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.094836
====> Epoch: 1092 Average loss: 0.03161
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1093 [0000/0003 (0%)] Rec: 0.087, KLD: 0.044703484, Loss: 0.131804
====> Epoch: 1093 Average loss: 0.04393
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1094 [0000/0003 (0%)] Rec: 0.087, KLD: 0.014901161, Loss: 0.102117
====> Epoch: 1094 Average loss: 0.03404
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1095 [0000/0003 (0%)] Rec: 0.086, KLD: 0.026822090, Loss: 0.112703
====> Epoch: 1095 Average loss: 0.03757
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1096 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079009
====> Epoch: 1096 Average loss: 0.02634
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1097 [0000/0003 (0%)] Rec: 0.092, KLD: 0.005960464, Loss: 0.098353
====> Epoch: 1097 Average loss: 0.03278
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1098 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111942
====> Epoch: 1098 Average loss: 0.03731
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1099 [0000/0003 (0%)] Rec: 0.091, KLD: 0.008940697, Loss: 0.099970
====> Epoch: 1099 Average loss: 0.03332
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1100 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.116003
====> Epoch: 1100 Average loss: 0.03867
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1101 [0000/0003 (0%)] Rec: 0.090, KLD: 0.017881393, Loss: 0.108087
====> Epoch: 1101 Average loss: 0.03603
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 1102 [0000/0003 (0%)] Rec: 0.089, KLD: -0.002980232, Loss: 0.086436
====> Epoch: 1102 Average loss: 0.02881
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1103 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.116164
====> Epoch: 1103 Average loss: 0.03872
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 1104 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111426
====> Epoch: 1104 Average loss: 0.03714
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1105 [0000/0003 (0%)] Rec: 0.088, KLD: 0.029802322, Loss: 0.118282
====> Epoch: 1105 Average loss: 0.03943
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1106 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.116013
====> Epoch: 1106 Average loss: 0.03867
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1107 [0000/0003 (0%)] Rec: 0.087, KLD: -0.005960464, Loss: 0.081076
====> Epoch: 1107 Average loss: 0.02703
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1108 [0000/0003 (0%)] Rec: 0.087, KLD: 0.041723251, Loss: 0.129086
====> Epoch: 1108 Average loss: 0.04303
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 1109 [0000/0003 (0%)] Rec: 0.093, KLD: 0.017881393, Loss: 0.110448
====> Epoch: 1109 Average loss: 0.03682
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1110 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.084688
====> Epoch: 1110 Average loss: 0.02823
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1111 [0000/0003 (0%)] Rec: 0.087, KLD: 0.029802322, Loss: 0.116728
====> Epoch: 1111 Average loss: 0.03891
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1112 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.080336
====> Epoch: 1112 Average loss: 0.02678
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1113 [0000/0003 (0%)] Rec: 0.088, KLD: -0.002980232, Loss: 0.085149
====> Epoch: 1113 Average loss: 0.02838
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1114 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119458
====> Epoch: 1114 Average loss: 0.03982
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1115 [0000/0003 (0%)] Rec: 0.087, KLD: 0.056624413, Loss: 0.144114
====> Epoch: 1115 Average loss: 0.04804
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1116 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.093997
====> Epoch: 1116 Average loss: 0.03133
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1117 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111741
====> Epoch: 1117 Average loss: 0.03725
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1118 [0000/0003 (0%)] Rec: 0.085, KLD: 0.044703484, Loss: 0.129748
====> Epoch: 1118 Average loss: 0.04325
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1119 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091814
====> Epoch: 1119 Average loss: 0.03060
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 1120 [0000/0003 (0%)] Rec: 0.087, KLD: 0.008940697, Loss: 0.096100
====> Epoch: 1120 Average loss: 0.03203
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.711
======================================================
Train Epoch: 1121 [0000/0003 (0%)] Rec: 0.088, KLD: 0.008940697, Loss: 0.096850
====> Epoch: 1121 Average loss: 0.03228
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1122 [0000/0003 (0%)] Rec: 0.089, KLD: 0.047683716, Loss: 0.136557
====> Epoch: 1122 Average loss: 0.04552
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1123 [0000/0003 (0%)] Rec: 0.087, KLD: -0.002980232, Loss: 0.084010
====> Epoch: 1123 Average loss: 0.02800
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1124 [0000/0003 (0%)] Rec: 0.090, KLD: -0.005960464, Loss: 0.083947
====> Epoch: 1124 Average loss: 0.02798
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1125 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.108733
====> Epoch: 1125 Average loss: 0.03624
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1126 [0000/0003 (0%)] Rec: 0.087, KLD: -0.000000000, Loss: 0.087296
====> Epoch: 1126 Average loss: 0.02910
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1127 [0000/0003 (0%)] Rec: 0.086, KLD: -0.011920929, Loss: 0.074418
====> Epoch: 1127 Average loss: 0.02481
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1128 [0000/0003 (0%)] Rec: 0.087, KLD: 0.035762787, Loss: 0.122757
====> Epoch: 1128 Average loss: 0.04092
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1129 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105504
====> Epoch: 1129 Average loss: 0.03517
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1130 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115800
====> Epoch: 1130 Average loss: 0.03860
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1131 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099557
====> Epoch: 1131 Average loss: 0.03319
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1132 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.119735
====> Epoch: 1132 Average loss: 0.03991
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1133 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111422
====> Epoch: 1133 Average loss: 0.03714
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1134 [0000/0003 (0%)] Rec: 0.088, KLD: 0.011920929, Loss: 0.100309
====> Epoch: 1134 Average loss: 0.03344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1135 [0000/0003 (0%)] Rec: 0.087, KLD: -0.020861626, Loss: 0.066319
====> Epoch: 1135 Average loss: 0.02211
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1136 [0000/0003 (0%)] Rec: 0.088, KLD: 0.038743019, Loss: 0.126648
====> Epoch: 1136 Average loss: 0.04222
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1137 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099650
====> Epoch: 1137 Average loss: 0.03322
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1138 [0000/0003 (0%)] Rec: 0.090, KLD: 0.020861626, Loss: 0.110830
====> Epoch: 1138 Average loss: 0.03694
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1139 [0000/0003 (0%)] Rec: 0.087, KLD: 0.020861626, Loss: 0.108064
====> Epoch: 1139 Average loss: 0.03602
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1140 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128627
====> Epoch: 1140 Average loss: 0.04288
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1141 [0000/0003 (0%)] Rec: 0.084, KLD: -0.017881393, Loss: 0.066351
====> Epoch: 1141 Average loss: 0.02212
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1142 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121703
====> Epoch: 1142 Average loss: 0.04057
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1143 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098906
====> Epoch: 1143 Average loss: 0.03297
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1144 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108879
====> Epoch: 1144 Average loss: 0.03629
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1145 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.100896
====> Epoch: 1145 Average loss: 0.03363
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1146 [0000/0003 (0%)] Rec: 0.088, KLD: 0.026822090, Loss: 0.114968
====> Epoch: 1146 Average loss: 0.03832
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1147 [0000/0003 (0%)] Rec: 0.084, KLD: 0.026822090, Loss: 0.111122
====> Epoch: 1147 Average loss: 0.03704
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1148 [0000/0003 (0%)] Rec: 0.083, KLD: -0.026822090, Loss: 0.056385
====> Epoch: 1148 Average loss: 0.01880
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1149 [0000/0003 (0%)] Rec: 0.089, KLD: 0.023841858, Loss: 0.112916
====> Epoch: 1149 Average loss: 0.03764
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1150 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105112
====> Epoch: 1150 Average loss: 0.03504
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1151 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.083187
====> Epoch: 1151 Average loss: 0.02773
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1152 [0000/0003 (0%)] Rec: 0.086, KLD: 0.011920929, Loss: 0.097563
====> Epoch: 1152 Average loss: 0.03252
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1153 [0000/0003 (0%)] Rec: 0.086, KLD: 0.038743019, Loss: 0.124982
====> Epoch: 1153 Average loss: 0.04166
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1154 [0000/0003 (0%)] Rec: 0.084, KLD: 0.050663948, Loss: 0.134464
====> Epoch: 1154 Average loss: 0.04482
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1155 [0000/0003 (0%)] Rec: 0.088, KLD: 0.008940697, Loss: 0.096649
====> Epoch: 1155 Average loss: 0.03222
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1156 [0000/0003 (0%)] Rec: 0.088, KLD: 0.017881393, Loss: 0.105908
====> Epoch: 1156 Average loss: 0.03530
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1157 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.089438
====> Epoch: 1157 Average loss: 0.02981
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1158 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.094582
====> Epoch: 1158 Average loss: 0.03153
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1159 [0000/0003 (0%)] Rec: 0.086, KLD: -0.011920929, Loss: 0.073630
====> Epoch: 1159 Average loss: 0.02454
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1160 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.076007
====> Epoch: 1160 Average loss: 0.02534
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1161 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.119216
====> Epoch: 1161 Average loss: 0.03974
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1162 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092832
====> Epoch: 1162 Average loss: 0.03094
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1163 [0000/0003 (0%)] Rec: 0.088, KLD: -0.008940697, Loss: 0.078805
====> Epoch: 1163 Average loss: 0.02627
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1164 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091956
====> Epoch: 1164 Average loss: 0.03065
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1165 [0000/0003 (0%)] Rec: 0.088, KLD: 0.050663948, Loss: 0.138835
====> Epoch: 1165 Average loss: 0.04628
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1166 [0000/0003 (0%)] Rec: 0.084, KLD: 0.032782555, Loss: 0.117191
====> Epoch: 1166 Average loss: 0.03906
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1167 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076176
====> Epoch: 1167 Average loss: 0.02539
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1168 [0000/0003 (0%)] Rec: 0.085, KLD: 0.029802322, Loss: 0.114937
====> Epoch: 1168 Average loss: 0.03831
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1169 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.113056
====> Epoch: 1169 Average loss: 0.03769
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1170 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.099735
====> Epoch: 1170 Average loss: 0.03324
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1171 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.079758
====> Epoch: 1171 Average loss: 0.02659
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1172 [0000/0003 (0%)] Rec: 0.087, KLD: -0.026822090, Loss: 0.059939
====> Epoch: 1172 Average loss: 0.01998
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1173 [0000/0003 (0%)] Rec: 0.087, KLD: 0.023841858, Loss: 0.111183
====> Epoch: 1173 Average loss: 0.03706
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1174 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099266
====> Epoch: 1174 Average loss: 0.03309
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1175 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089405
====> Epoch: 1175 Average loss: 0.02980
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1176 [0000/0003 (0%)] Rec: 0.086, KLD: 0.020861626, Loss: 0.106825
====> Epoch: 1176 Average loss: 0.03561
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1177 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.103007
====> Epoch: 1177 Average loss: 0.03434
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1178 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.099176
====> Epoch: 1178 Average loss: 0.03306
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.647
======================================================
Train Epoch: 1179 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120297
====> Epoch: 1179 Average loss: 0.04010
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1180 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.112755
====> Epoch: 1180 Average loss: 0.03759
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1181 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.120233
====> Epoch: 1181 Average loss: 0.04008
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1182 [0000/0003 (0%)] Rec: 0.086, KLD: 0.002980232, Loss: 0.089446
====> Epoch: 1182 Average loss: 0.02982
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1183 [0000/0003 (0%)] Rec: 0.087, KLD: 0.032782555, Loss: 0.120146
====> Epoch: 1183 Average loss: 0.04005
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1184 [0000/0003 (0%)] Rec: 0.086, KLD: 0.008940697, Loss: 0.095232
====> Epoch: 1184 Average loss: 0.03174
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1185 [0000/0003 (0%)] Rec: 0.084, KLD: 0.053644180, Loss: 0.138038
====> Epoch: 1185 Average loss: 0.04601
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1186 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.100687
====> Epoch: 1186 Average loss: 0.03356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1187 [0000/0003 (0%)] Rec: 0.087, KLD: 0.023841858, Loss: 0.111143
====> Epoch: 1187 Average loss: 0.03705
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1188 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098794
====> Epoch: 1188 Average loss: 0.03293
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1189 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.105301
====> Epoch: 1189 Average loss: 0.03510
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1190 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080695
====> Epoch: 1190 Average loss: 0.02690
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1191 [0000/0003 (0%)] Rec: 0.089, KLD: 0.008940697, Loss: 0.098086
====> Epoch: 1191 Average loss: 0.03270
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1192 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080736
====> Epoch: 1192 Average loss: 0.02691
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1193 [0000/0003 (0%)] Rec: 0.080, KLD: 0.056624413, Loss: 0.136860
====> Epoch: 1193 Average loss: 0.04562
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1194 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106608
====> Epoch: 1194 Average loss: 0.03554
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1195 [0000/0003 (0%)] Rec: 0.083, KLD: -0.005960464, Loss: 0.076711
====> Epoch: 1195 Average loss: 0.02557
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1196 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115466
====> Epoch: 1196 Average loss: 0.03849
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1197 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107745
====> Epoch: 1197 Average loss: 0.03592
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.653
======================================================
Train Epoch: 1198 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099883
====> Epoch: 1198 Average loss: 0.03329
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1199 [0000/0003 (0%)] Rec: 0.086, KLD: 0.011920929, Loss: 0.097805
====> Epoch: 1199 Average loss: 0.03260
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1200 [0000/0003 (0%)] Rec: 0.086, KLD: 0.050663948, Loss: 0.136359
====> Epoch: 1200 Average loss: 0.04545
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1201 [0000/0003 (0%)] Rec: 0.087, KLD: -0.011920929, Loss: 0.075084
====> Epoch: 1201 Average loss: 0.02503
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1202 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.107205
====> Epoch: 1202 Average loss: 0.03574
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1203 [0000/0003 (0%)] Rec: 0.084, KLD: 0.023841858, Loss: 0.107553
====> Epoch: 1203 Average loss: 0.03585
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1204 [0000/0003 (0%)] Rec: 0.084, KLD: 0.005960464, Loss: 0.089554
====> Epoch: 1204 Average loss: 0.02985
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1205 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092539
====> Epoch: 1205 Average loss: 0.03085
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1206 [0000/0003 (0%)] Rec: 0.085, KLD: 0.062584877, Loss: 0.147385
====> Epoch: 1206 Average loss: 0.04913
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.645
======================================================
Train Epoch: 1207 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108551
====> Epoch: 1207 Average loss: 0.03618
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.652
======================================================
Train Epoch: 1208 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100353
====> Epoch: 1208 Average loss: 0.03345
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1209 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105768
====> Epoch: 1209 Average loss: 0.03526
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 1210 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120671
====> Epoch: 1210 Average loss: 0.04022
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1211 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075602
====> Epoch: 1211 Average loss: 0.02520
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1212 [0000/0003 (0%)] Rec: 0.084, KLD: 0.047683716, Loss: 0.131204
====> Epoch: 1212 Average loss: 0.04373
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1213 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.080125
====> Epoch: 1213 Average loss: 0.02671
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 1214 [0000/0003 (0%)] Rec: 0.084, KLD: -0.008940697, Loss: 0.074645
====> Epoch: 1214 Average loss: 0.02488
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 1215 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079234
====> Epoch: 1215 Average loss: 0.02641
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1216 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130744
====> Epoch: 1216 Average loss: 0.04358
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1217 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.105319
====> Epoch: 1217 Average loss: 0.03511
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1218 [0000/0003 (0%)] Rec: 0.086, KLD: 0.065565109, Loss: 0.151879
====> Epoch: 1218 Average loss: 0.05063
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1219 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.099217
====> Epoch: 1219 Average loss: 0.03307
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1220 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110214
====> Epoch: 1220 Average loss: 0.03674
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1221 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128238
====> Epoch: 1221 Average loss: 0.04275
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1222 [0000/0003 (0%)] Rec: 0.089, KLD: -0.032782555, Loss: 0.056017
====> Epoch: 1222 Average loss: 0.01867
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1223 [0000/0003 (0%)] Rec: 0.088, KLD: 0.020861626, Loss: 0.108375
====> Epoch: 1223 Average loss: 0.03613
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1224 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109583
====> Epoch: 1224 Average loss: 0.03653
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1225 [0000/0003 (0%)] Rec: 0.086, KLD: -0.008940697, Loss: 0.077290
====> Epoch: 1225 Average loss: 0.02576
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1226 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.076380
====> Epoch: 1226 Average loss: 0.02546
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1227 [0000/0003 (0%)] Rec: 0.085, KLD: 0.044703484, Loss: 0.129859
====> Epoch: 1227 Average loss: 0.04329
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1228 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.102545
====> Epoch: 1228 Average loss: 0.03418
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1229 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088138
====> Epoch: 1229 Average loss: 0.02938
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1230 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.124017
====> Epoch: 1230 Average loss: 0.04134
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1231 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.098677
====> Epoch: 1231 Average loss: 0.03289
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1232 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095519
====> Epoch: 1232 Average loss: 0.03184
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1233 [0000/0003 (0%)] Rec: 0.086, KLD: 0.032782555, Loss: 0.118586
====> Epoch: 1233 Average loss: 0.03953
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1234 [0000/0003 (0%)] Rec: 0.089, KLD: 0.026822090, Loss: 0.115695
====> Epoch: 1234 Average loss: 0.03856
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1235 [0000/0003 (0%)] Rec: 0.084, KLD: -0.000000000, Loss: 0.084452
====> Epoch: 1235 Average loss: 0.02815
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1236 [0000/0003 (0%)] Rec: 0.085, KLD: -0.011920929, Loss: 0.072917
====> Epoch: 1236 Average loss: 0.02431
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1237 [0000/0003 (0%)] Rec: 0.082, KLD: 0.038743019, Loss: 0.120486
====> Epoch: 1237 Average loss: 0.04016
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1238 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088796
====> Epoch: 1238 Average loss: 0.02960
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1239 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.103167
====> Epoch: 1239 Average loss: 0.03439
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1240 [0000/0003 (0%)] Rec: 0.087, KLD: 0.002980232, Loss: 0.090238
====> Epoch: 1240 Average loss: 0.03008
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1241 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.105446
====> Epoch: 1241 Average loss: 0.03515
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1242 [0000/0003 (0%)] Rec: 0.085, KLD: 0.002980232, Loss: 0.087765
====> Epoch: 1242 Average loss: 0.02926
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1243 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120450
====> Epoch: 1243 Average loss: 0.04015
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1244 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.081761
====> Epoch: 1244 Average loss: 0.02725
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1245 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.102252
====> Epoch: 1245 Average loss: 0.03408
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1246 [0000/0003 (0%)] Rec: 0.087, KLD: 0.017881393, Loss: 0.104620
====> Epoch: 1246 Average loss: 0.03487
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1247 [0000/0003 (0%)] Rec: 0.090, KLD: 0.014901161, Loss: 0.104876
====> Epoch: 1247 Average loss: 0.03496
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1248 [0000/0003 (0%)] Rec: 0.083, KLD: 0.035762787, Loss: 0.118423
====> Epoch: 1248 Average loss: 0.03947
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1249 [0000/0003 (0%)] Rec: 0.085, KLD: -0.020861626, Loss: 0.064108
====> Epoch: 1249 Average loss: 0.02137
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1250 [0000/0003 (0%)] Rec: 0.083, KLD: 0.056624413, Loss: 0.139534
====> Epoch: 1250 Average loss: 0.04651
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1251 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.101412
====> Epoch: 1251 Average loss: 0.03380
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1252 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.065597
====> Epoch: 1252 Average loss: 0.02187
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1253 [0000/0003 (0%)] Rec: 0.083, KLD: 0.059604645, Loss: 0.142843
====> Epoch: 1253 Average loss: 0.04761
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1254 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081662
====> Epoch: 1254 Average loss: 0.02722
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1255 [0000/0003 (0%)] Rec: 0.086, KLD: -0.029802322, Loss: 0.056540
====> Epoch: 1255 Average loss: 0.01885
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1256 [0000/0003 (0%)] Rec: 0.086, KLD: -0.023841858, Loss: 0.062309
====> Epoch: 1256 Average loss: 0.02077
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1257 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.064739
====> Epoch: 1257 Average loss: 0.02158
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1258 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.087618
====> Epoch: 1258 Average loss: 0.02921
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1259 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.072985
====> Epoch: 1259 Average loss: 0.02433
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1260 [0000/0003 (0%)] Rec: 0.085, KLD: 0.005960464, Loss: 0.090567
====> Epoch: 1260 Average loss: 0.03019
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1261 [0000/0003 (0%)] Rec: 0.082, KLD: 0.002980232, Loss: 0.084574
====> Epoch: 1261 Average loss: 0.02819
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1262 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092678
====> Epoch: 1262 Average loss: 0.03089
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1263 [0000/0003 (0%)] Rec: 0.084, KLD: 0.035762787, Loss: 0.119909
====> Epoch: 1263 Average loss: 0.03997
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1264 [0000/0003 (0%)] Rec: 0.084, KLD: 0.032782555, Loss: 0.116724
====> Epoch: 1264 Average loss: 0.03891
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1265 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130319
====> Epoch: 1265 Average loss: 0.04344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 1266 [0000/0003 (0%)] Rec: 0.084, KLD: 0.041723251, Loss: 0.125300
====> Epoch: 1266 Average loss: 0.04177
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1267 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.096124
====> Epoch: 1267 Average loss: 0.03204
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 1268 [0000/0003 (0%)] Rec: 0.088, KLD: -0.005960464, Loss: 0.081768
====> Epoch: 1268 Average loss: 0.02726
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1269 [0000/0003 (0%)] Rec: 0.086, KLD: 0.050663948, Loss: 0.136951
====> Epoch: 1269 Average loss: 0.04565
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1270 [0000/0003 (0%)] Rec: 0.090, KLD: 0.008940697, Loss: 0.099096
====> Epoch: 1270 Average loss: 0.03303
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1271 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.109431
====> Epoch: 1271 Average loss: 0.03648
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1272 [0000/0003 (0%)] Rec: 0.087, KLD: -0.014901161, Loss: 0.071608
====> Epoch: 1272 Average loss: 0.02387
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1273 [0000/0003 (0%)] Rec: 0.086, KLD: 0.044703484, Loss: 0.130861
====> Epoch: 1273 Average loss: 0.04362
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1274 [0000/0003 (0%)] Rec: 0.085, KLD: -0.011920929, Loss: 0.073576
====> Epoch: 1274 Average loss: 0.02453
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1275 [0000/0003 (0%)] Rec: 0.083, KLD: 0.011920929, Loss: 0.095355
====> Epoch: 1275 Average loss: 0.03179
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1276 [0000/0003 (0%)] Rec: 0.086, KLD: 0.014901161, Loss: 0.101029
====> Epoch: 1276 Average loss: 0.03368
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1277 [0000/0003 (0%)] Rec: 0.085, KLD: -0.026822090, Loss: 0.058299
====> Epoch: 1277 Average loss: 0.01943
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1278 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.082903
====> Epoch: 1278 Average loss: 0.02763
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1279 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.119172
====> Epoch: 1279 Average loss: 0.03972
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 1280 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.084929
====> Epoch: 1280 Average loss: 0.02831
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1281 [0000/0003 (0%)] Rec: 0.090, KLD: 0.029802322, Loss: 0.119781
====> Epoch: 1281 Average loss: 0.03993
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1282 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113605
====> Epoch: 1282 Average loss: 0.03787
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 1283 [0000/0003 (0%)] Rec: 0.085, KLD: -0.000000000, Loss: 0.085444
====> Epoch: 1283 Average loss: 0.02848
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.650
======================================================
Train Epoch: 1284 [0000/0003 (0%)] Rec: 0.089, KLD: 0.041723251, Loss: 0.131003
====> Epoch: 1284 Average loss: 0.04367
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1285 [0000/0003 (0%)] Rec: 0.084, KLD: 0.020861626, Loss: 0.104547
====> Epoch: 1285 Average loss: 0.03485
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1286 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110092
====> Epoch: 1286 Average loss: 0.03670
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1287 [0000/0003 (0%)] Rec: 0.085, KLD: 0.011920929, Loss: 0.096793
====> Epoch: 1287 Average loss: 0.03226
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1288 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093640
====> Epoch: 1288 Average loss: 0.03121
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1289 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101430
====> Epoch: 1289 Average loss: 0.03381
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1290 [0000/0003 (0%)] Rec: 0.086, KLD: -0.002980232, Loss: 0.082532
====> Epoch: 1290 Average loss: 0.02751
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1291 [0000/0003 (0%)] Rec: 0.086, KLD: 0.023841858, Loss: 0.110053
====> Epoch: 1291 Average loss: 0.03668
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1292 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099848
====> Epoch: 1292 Average loss: 0.03328
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1293 [0000/0003 (0%)] Rec: 0.086, KLD: -0.005960464, Loss: 0.079762
====> Epoch: 1293 Average loss: 0.02659
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 1294 [0000/0003 (0%)] Rec: 0.092, KLD: 0.041723251, Loss: 0.134089
====> Epoch: 1294 Average loss: 0.04470
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1295 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.110169
====> Epoch: 1295 Average loss: 0.03672
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1296 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.079119
====> Epoch: 1296 Average loss: 0.02637
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1297 [0000/0003 (0%)] Rec: 0.089, KLD: 0.029802322, Loss: 0.118855
====> Epoch: 1297 Average loss: 0.03962
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1298 [0000/0003 (0%)] Rec: 0.086, KLD: -0.026822090, Loss: 0.058834
====> Epoch: 1298 Average loss: 0.01961
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 1299 [0000/0003 (0%)] Rec: 0.085, KLD: 0.038743019, Loss: 0.123391
====> Epoch: 1299 Average loss: 0.04113
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1300 [0000/0003 (0%)] Rec: 0.086, KLD: 0.017881393, Loss: 0.104192
====> Epoch: 1300 Average loss: 0.03473
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1301 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092197
====> Epoch: 1301 Average loss: 0.03073
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1302 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074097
====> Epoch: 1302 Average loss: 0.02470
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1303 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.114067
====> Epoch: 1303 Average loss: 0.03802
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1304 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.106289
====> Epoch: 1304 Average loss: 0.03543
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1305 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.097077
====> Epoch: 1305 Average loss: 0.03236
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1306 [0000/0003 (0%)] Rec: 0.084, KLD: -0.002980232, Loss: 0.081327
====> Epoch: 1306 Average loss: 0.02711
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1307 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092463
====> Epoch: 1307 Average loss: 0.03082
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 1308 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115495
====> Epoch: 1308 Average loss: 0.03850
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1309 [0000/0003 (0%)] Rec: 0.085, KLD: 0.020861626, Loss: 0.106009
====> Epoch: 1309 Average loss: 0.03534
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1310 [0000/0003 (0%)] Rec: 0.087, KLD: 0.005960464, Loss: 0.092518
====> Epoch: 1310 Average loss: 0.03084
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1311 [0000/0003 (0%)] Rec: 0.088, KLD: -0.000000000, Loss: 0.088192
====> Epoch: 1311 Average loss: 0.02940
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1312 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.109007
====> Epoch: 1312 Average loss: 0.03634
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1313 [0000/0003 (0%)] Rec: 0.085, KLD: -0.008940697, Loss: 0.075705
====> Epoch: 1313 Average loss: 0.02523
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1314 [0000/0003 (0%)] Rec: 0.088, KLD: 0.023841858, Loss: 0.111348
====> Epoch: 1314 Average loss: 0.03712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1315 [0000/0003 (0%)] Rec: 0.087, KLD: 0.011920929, Loss: 0.098776
====> Epoch: 1315 Average loss: 0.03293
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 1316 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081565
====> Epoch: 1316 Average loss: 0.02719
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1317 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119890
====> Epoch: 1317 Average loss: 0.03996
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1318 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075566
====> Epoch: 1318 Average loss: 0.02519
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1319 [0000/0003 (0%)] Rec: 0.084, KLD: 0.044703484, Loss: 0.128461
====> Epoch: 1319 Average loss: 0.04282
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1320 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087850
====> Epoch: 1320 Average loss: 0.02928
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1321 [0000/0003 (0%)] Rec: 0.085, KLD: 0.032782555, Loss: 0.117514
====> Epoch: 1321 Average loss: 0.03917
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1322 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074212
====> Epoch: 1322 Average loss: 0.02474
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1323 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.059599
====> Epoch: 1323 Average loss: 0.01987
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 1324 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091761
====> Epoch: 1324 Average loss: 0.03059
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1325 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121500
====> Epoch: 1325 Average loss: 0.04050
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1326 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093090
====> Epoch: 1326 Average loss: 0.03103
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1327 [0000/0003 (0%)] Rec: 0.083, KLD: -0.026822090, Loss: 0.056147
====> Epoch: 1327 Average loss: 0.01872
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1328 [0000/0003 (0%)] Rec: 0.088, KLD: 0.005960464, Loss: 0.094419
====> Epoch: 1328 Average loss: 0.03147
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1329 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.067221
====> Epoch: 1329 Average loss: 0.02241
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1330 [0000/0003 (0%)] Rec: 0.081, KLD: -0.014901161, Loss: 0.065885
====> Epoch: 1330 Average loss: 0.02196
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1331 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096638
====> Epoch: 1331 Average loss: 0.03221
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.656
======================================================
Train Epoch: 1332 [0000/0003 (0%)] Rec: 0.086, KLD: 0.005960464, Loss: 0.091621
====> Epoch: 1332 Average loss: 0.03054
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1333 [0000/0003 (0%)] Rec: 0.082, KLD: 0.035762787, Loss: 0.117395
====> Epoch: 1333 Average loss: 0.03913
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1334 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105457
====> Epoch: 1334 Average loss: 0.03515
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1335 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108185
====> Epoch: 1335 Average loss: 0.03606
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1336 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114905
====> Epoch: 1336 Average loss: 0.03830
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1337 [0000/0003 (0%)] Rec: 0.084, KLD: 0.020861626, Loss: 0.104907
====> Epoch: 1337 Average loss: 0.03497
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1338 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100316
====> Epoch: 1338 Average loss: 0.03344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1339 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.101944
====> Epoch: 1339 Average loss: 0.03398
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 1340 [0000/0003 (0%)] Rec: 0.083, KLD: 0.017881393, Loss: 0.100882
====> Epoch: 1340 Average loss: 0.03363
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1341 [0000/0003 (0%)] Rec: 0.090, KLD: 0.011920929, Loss: 0.101439
====> Epoch: 1341 Average loss: 0.03381
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1342 [0000/0003 (0%)] Rec: 0.085, KLD: 0.023841858, Loss: 0.108451
====> Epoch: 1342 Average loss: 0.03615
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1343 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093976
====> Epoch: 1343 Average loss: 0.03133
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1344 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115892
====> Epoch: 1344 Average loss: 0.03863
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1345 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102869
====> Epoch: 1345 Average loss: 0.03429
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1346 [0000/0003 (0%)] Rec: 0.083, KLD: -0.017881393, Loss: 0.065204
====> Epoch: 1346 Average loss: 0.02173
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1347 [0000/0003 (0%)] Rec: 0.083, KLD: 0.050663948, Loss: 0.134003
====> Epoch: 1347 Average loss: 0.04467
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1348 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115444
====> Epoch: 1348 Average loss: 0.03848
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1349 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113613
====> Epoch: 1349 Average loss: 0.03787
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1350 [0000/0003 (0%)] Rec: 0.084, KLD: 0.050663948, Loss: 0.134204
====> Epoch: 1350 Average loss: 0.04473
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1351 [0000/0003 (0%)] Rec: 0.084, KLD: 0.056624413, Loss: 0.141012
====> Epoch: 1351 Average loss: 0.04700
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1352 [0000/0003 (0%)] Rec: 0.084, KLD: 0.041723251, Loss: 0.125969
====> Epoch: 1352 Average loss: 0.04199
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1353 [0000/0003 (0%)] Rec: 0.083, KLD: 0.038743019, Loss: 0.121632
====> Epoch: 1353 Average loss: 0.04054
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1354 [0000/0003 (0%)] Rec: 0.086, KLD: 0.035762787, Loss: 0.121847
====> Epoch: 1354 Average loss: 0.04062
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1355 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.123293
====> Epoch: 1355 Average loss: 0.04110
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1356 [0000/0003 (0%)] Rec: 0.083, KLD: 0.017881393, Loss: 0.101195
====> Epoch: 1356 Average loss: 0.03373
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1357 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.092921
====> Epoch: 1357 Average loss: 0.03097
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1358 [0000/0003 (0%)] Rec: 0.085, KLD: 0.029802322, Loss: 0.115106
====> Epoch: 1358 Average loss: 0.03837
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1359 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093083
====> Epoch: 1359 Average loss: 0.03103
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1360 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.069773
====> Epoch: 1360 Average loss: 0.02326
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1361 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092412
====> Epoch: 1361 Average loss: 0.03080
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1362 [0000/0003 (0%)] Rec: 0.081, KLD: 0.005960464, Loss: 0.086977
====> Epoch: 1362 Average loss: 0.02899
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1363 [0000/0003 (0%)] Rec: 0.081, KLD: 0.044703484, Loss: 0.126029
====> Epoch: 1363 Average loss: 0.04201
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1364 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089255
====> Epoch: 1364 Average loss: 0.02975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1365 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102168
====> Epoch: 1365 Average loss: 0.03406
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1366 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085638
====> Epoch: 1366 Average loss: 0.02855
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1367 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078351
====> Epoch: 1367 Average loss: 0.02612
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1368 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113937
====> Epoch: 1368 Average loss: 0.03798
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1369 [0000/0003 (0%)] Rec: 0.083, KLD: 0.014901161, Loss: 0.097862
====> Epoch: 1369 Average loss: 0.03262
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1370 [0000/0003 (0%)] Rec: 0.084, KLD: 0.038743019, Loss: 0.122454
====> Epoch: 1370 Average loss: 0.04082
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1371 [0000/0003 (0%)] Rec: 0.082, KLD: -0.002980232, Loss: 0.078678
====> Epoch: 1371 Average loss: 0.02623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1372 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.058764
====> Epoch: 1372 Average loss: 0.01959
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1373 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101903
====> Epoch: 1373 Average loss: 0.03397
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1374 [0000/0003 (0%)] Rec: 0.084, KLD: 0.005960464, Loss: 0.089824
====> Epoch: 1374 Average loss: 0.02994
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1375 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106773
====> Epoch: 1375 Average loss: 0.03559
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1376 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114855
====> Epoch: 1376 Average loss: 0.03829
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1377 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107802
====> Epoch: 1377 Average loss: 0.03593
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1378 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098922
====> Epoch: 1378 Average loss: 0.03297
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1379 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096352
====> Epoch: 1379 Average loss: 0.03212
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1380 [0000/0003 (0%)] Rec: 0.083, KLD: 0.032782555, Loss: 0.115318
====> Epoch: 1380 Average loss: 0.03844
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1381 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088151
====> Epoch: 1381 Average loss: 0.02938
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1382 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092345
====> Epoch: 1382 Average loss: 0.03078
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1383 [0000/0003 (0%)] Rec: 0.081, KLD: 0.023841858, Loss: 0.104474
====> Epoch: 1383 Average loss: 0.03482
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1384 [0000/0003 (0%)] Rec: 0.086, KLD: 0.020861626, Loss: 0.106510
====> Epoch: 1384 Average loss: 0.03550
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1385 [0000/0003 (0%)] Rec: 0.087, KLD: 0.029802322, Loss: 0.116749
====> Epoch: 1385 Average loss: 0.03892
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1386 [0000/0003 (0%)] Rec: 0.080, KLD: 0.044703484, Loss: 0.124817
====> Epoch: 1386 Average loss: 0.04161
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1387 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.054223
====> Epoch: 1387 Average loss: 0.01807
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1388 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096761
====> Epoch: 1388 Average loss: 0.03225
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1389 [0000/0003 (0%)] Rec: 0.085, KLD: 0.008940697, Loss: 0.093982
====> Epoch: 1389 Average loss: 0.03133
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1390 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.090594
====> Epoch: 1390 Average loss: 0.03020
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1391 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.073306
====> Epoch: 1391 Average loss: 0.02444
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1392 [0000/0003 (0%)] Rec: 0.080, KLD: 0.059604645, Loss: 0.139816
====> Epoch: 1392 Average loss: 0.04661
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1393 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.074219
====> Epoch: 1393 Average loss: 0.02474
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1394 [0000/0003 (0%)] Rec: 0.088, KLD: 0.035762787, Loss: 0.123511
====> Epoch: 1394 Average loss: 0.04117
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1395 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095827
====> Epoch: 1395 Average loss: 0.03194
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.657
======================================================
Train Epoch: 1396 [0000/0003 (0%)] Rec: 0.084, KLD: -0.017881393, Loss: 0.066189
====> Epoch: 1396 Average loss: 0.02206
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1397 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113762
====> Epoch: 1397 Average loss: 0.03792
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1398 [0000/0003 (0%)] Rec: 0.080, KLD: 0.023841858, Loss: 0.103643
====> Epoch: 1398 Average loss: 0.03455
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1399 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101922
====> Epoch: 1399 Average loss: 0.03397
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1400 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.092509
====> Epoch: 1400 Average loss: 0.03084
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1401 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.091013
====> Epoch: 1401 Average loss: 0.03034
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1402 [0000/0003 (0%)] Rec: 0.081, KLD: 0.047683716, Loss: 0.129093
====> Epoch: 1402 Average loss: 0.04303
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1403 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083746
====> Epoch: 1403 Average loss: 0.02792
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1404 [0000/0003 (0%)] Rec: 0.084, KLD: 0.008940697, Loss: 0.093045
====> Epoch: 1404 Average loss: 0.03101
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1405 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088479
====> Epoch: 1405 Average loss: 0.02949
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1406 [0000/0003 (0%)] Rec: 0.086, KLD: -0.000000000, Loss: 0.086371
====> Epoch: 1406 Average loss: 0.02879
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1407 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.069771
====> Epoch: 1407 Average loss: 0.02326
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1408 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119256
====> Epoch: 1408 Average loss: 0.03975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1409 [0000/0003 (0%)] Rec: 0.085, KLD: -0.005960464, Loss: 0.078598
====> Epoch: 1409 Average loss: 0.02620
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1410 [0000/0003 (0%)] Rec: 0.086, KLD: 0.029802322, Loss: 0.115304
====> Epoch: 1410 Average loss: 0.03843
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1411 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.108372
====> Epoch: 1411 Average loss: 0.03612
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1412 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106558
====> Epoch: 1412 Average loss: 0.03552
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1413 [0000/0003 (0%)] Rec: 0.083, KLD: 0.047683716, Loss: 0.130315
====> Epoch: 1413 Average loss: 0.04344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1414 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092047
====> Epoch: 1414 Average loss: 0.03068
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1415 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.086617
====> Epoch: 1415 Average loss: 0.02887
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1416 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107886
====> Epoch: 1416 Average loss: 0.03596
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.648
======================================================
Train Epoch: 1417 [0000/0003 (0%)] Rec: 0.084, KLD: -0.008940697, Loss: 0.075480
====> Epoch: 1417 Average loss: 0.02516
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1418 [0000/0003 (0%)] Rec: 0.083, KLD: 0.020861626, Loss: 0.103377
====> Epoch: 1418 Average loss: 0.03446
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1419 [0000/0003 (0%)] Rec: 0.082, KLD: -0.002980232, Loss: 0.078699
====> Epoch: 1419 Average loss: 0.02623
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1420 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106825
====> Epoch: 1420 Average loss: 0.03561
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1421 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.091002
====> Epoch: 1421 Average loss: 0.03033
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1422 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098614
====> Epoch: 1422 Average loss: 0.03287
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1423 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089020
====> Epoch: 1423 Average loss: 0.02967
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1424 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083960
====> Epoch: 1424 Average loss: 0.02799
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1425 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119264
====> Epoch: 1425 Average loss: 0.03975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1426 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076393
====> Epoch: 1426 Average loss: 0.02546
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1427 [0000/0003 (0%)] Rec: 0.079, KLD: 0.044703484, Loss: 0.124060
====> Epoch: 1427 Average loss: 0.04135
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1428 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089343
====> Epoch: 1428 Average loss: 0.02978
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1429 [0000/0003 (0%)] Rec: 0.082, KLD: 0.026822090, Loss: 0.108988
====> Epoch: 1429 Average loss: 0.03633
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1430 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101413
====> Epoch: 1430 Average loss: 0.03380
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1431 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.082465
====> Epoch: 1431 Average loss: 0.02749
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1432 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.100360
====> Epoch: 1432 Average loss: 0.03345
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1433 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111545
====> Epoch: 1433 Average loss: 0.03718
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1434 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096494
====> Epoch: 1434 Average loss: 0.03216
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1435 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.067388
====> Epoch: 1435 Average loss: 0.02246
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1436 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.088891
====> Epoch: 1436 Average loss: 0.02963
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1437 [0000/0003 (0%)] Rec: 0.080, KLD: 0.029802322, Loss: 0.109304
====> Epoch: 1437 Average loss: 0.03643
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1438 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111901
====> Epoch: 1438 Average loss: 0.03730
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1439 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.093278
====> Epoch: 1439 Average loss: 0.03109
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1440 [0000/0003 (0%)] Rec: 0.083, KLD: 0.008940697, Loss: 0.092415
====> Epoch: 1440 Average loss: 0.03081
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1441 [0000/0003 (0%)] Rec: 0.084, KLD: -0.038743019, Loss: 0.044782
====> Epoch: 1441 Average loss: 0.01493
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1442 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.072909
====> Epoch: 1442 Average loss: 0.02430
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1443 [0000/0003 (0%)] Rec: 0.080, KLD: -0.020861626, Loss: 0.059551
====> Epoch: 1443 Average loss: 0.01985
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1444 [0000/0003 (0%)] Rec: 0.076, KLD: -0.014901161, Loss: 0.061118
====> Epoch: 1444 Average loss: 0.02037
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1445 [0000/0003 (0%)] Rec: 0.085, KLD: 0.035762787, Loss: 0.120495
====> Epoch: 1445 Average loss: 0.04016
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1446 [0000/0003 (0%)] Rec: 0.075, KLD: -0.005960464, Loss: 0.069323
====> Epoch: 1446 Average loss: 0.02311
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1447 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072796
====> Epoch: 1447 Average loss: 0.02427
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1448 [0000/0003 (0%)] Rec: 0.080, KLD: 0.038743019, Loss: 0.118551
====> Epoch: 1448 Average loss: 0.03952
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1449 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090180
====> Epoch: 1449 Average loss: 0.03006
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1450 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102681
====> Epoch: 1450 Average loss: 0.03423
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1451 [0000/0003 (0%)] Rec: 0.079, KLD: -0.020861626, Loss: 0.058565
====> Epoch: 1451 Average loss: 0.01952
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1452 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.080366
====> Epoch: 1452 Average loss: 0.02679
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1453 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095107
====> Epoch: 1453 Average loss: 0.03170
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1454 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.094190
====> Epoch: 1454 Average loss: 0.03140
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1455 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111817
====> Epoch: 1455 Average loss: 0.03727
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1456 [0000/0003 (0%)] Rec: 0.083, KLD: 0.023841858, Loss: 0.106609
====> Epoch: 1456 Average loss: 0.03554
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1457 [0000/0003 (0%)] Rec: 0.082, KLD: -0.023841858, Loss: 0.058325
====> Epoch: 1457 Average loss: 0.01944
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1458 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074463
====> Epoch: 1458 Average loss: 0.02482
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1459 [0000/0003 (0%)] Rec: 0.084, KLD: 0.011920929, Loss: 0.095973
====> Epoch: 1459 Average loss: 0.03199
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1460 [0000/0003 (0%)] Rec: 0.084, KLD: 0.035762787, Loss: 0.120113
====> Epoch: 1460 Average loss: 0.04004
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1461 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.088522
====> Epoch: 1461 Average loss: 0.02951
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1462 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.090294
====> Epoch: 1462 Average loss: 0.03010
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1463 [0000/0003 (0%)] Rec: 0.084, KLD: 0.026822090, Loss: 0.110754
====> Epoch: 1463 Average loss: 0.03692
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1464 [0000/0003 (0%)] Rec: 0.081, KLD: 0.044703484, Loss: 0.125894
====> Epoch: 1464 Average loss: 0.04196
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1465 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.089788
====> Epoch: 1465 Average loss: 0.02993
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1466 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064455
====> Epoch: 1466 Average loss: 0.02149
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1467 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083064
====> Epoch: 1467 Average loss: 0.02769
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1468 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105860
====> Epoch: 1468 Average loss: 0.03529
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1469 [0000/0003 (0%)] Rec: 0.079, KLD: 0.047683716, Loss: 0.126581
====> Epoch: 1469 Average loss: 0.04219
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1470 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.070154
====> Epoch: 1470 Average loss: 0.02338
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1471 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109651
====> Epoch: 1471 Average loss: 0.03655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1472 [0000/0003 (0%)] Rec: 0.081, KLD: -0.020861626, Loss: 0.059938
====> Epoch: 1472 Average loss: 0.01998
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1473 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.103273
====> Epoch: 1473 Average loss: 0.03442
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1474 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.071489
====> Epoch: 1474 Average loss: 0.02383
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1475 [0000/0003 (0%)] Rec: 0.085, KLD: 0.026822090, Loss: 0.111437
====> Epoch: 1475 Average loss: 0.03715
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1476 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.072429
====> Epoch: 1476 Average loss: 0.02414
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1477 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108248
====> Epoch: 1477 Average loss: 0.03608
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1478 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095165
====> Epoch: 1478 Average loss: 0.03172
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1479 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102334
====> Epoch: 1479 Average loss: 0.03411
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1480 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102551
====> Epoch: 1480 Average loss: 0.03418
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1481 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100001
====> Epoch: 1481 Average loss: 0.03333
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1482 [0000/0003 (0%)] Rec: 0.085, KLD: 0.014901161, Loss: 0.099449
====> Epoch: 1482 Average loss: 0.03315
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1483 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087747
====> Epoch: 1483 Average loss: 0.02925
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1484 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115734
====> Epoch: 1484 Average loss: 0.03858
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1485 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.081329
====> Epoch: 1485 Average loss: 0.02711
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1486 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082234
====> Epoch: 1486 Average loss: 0.02741
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1487 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097865
====> Epoch: 1487 Average loss: 0.03262
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1488 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114358
====> Epoch: 1488 Average loss: 0.03812
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1489 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079796
====> Epoch: 1489 Average loss: 0.02660
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1490 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.115122
====> Epoch: 1490 Average loss: 0.03837
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1491 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.068236
====> Epoch: 1491 Average loss: 0.02275
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1492 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122458
====> Epoch: 1492 Average loss: 0.04082
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1493 [0000/0003 (0%)] Rec: 0.084, KLD: 0.029802322, Loss: 0.113754
====> Epoch: 1493 Average loss: 0.03792
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1494 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081927
====> Epoch: 1494 Average loss: 0.02731
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1495 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101365
====> Epoch: 1495 Average loss: 0.03379
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1496 [0000/0003 (0%)] Rec: 0.082, KLD: -0.008940697, Loss: 0.073375
====> Epoch: 1496 Average loss: 0.02446
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1497 [0000/0003 (0%)] Rec: 0.084, KLD: 0.017881393, Loss: 0.102380
====> Epoch: 1497 Average loss: 0.03413
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1498 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.103048
====> Epoch: 1498 Average loss: 0.03435
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1499 [0000/0003 (0%)] Rec: 0.083, KLD: -0.008940697, Loss: 0.074425
====> Epoch: 1499 Average loss: 0.02481
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1500 [0000/0003 (0%)] Rec: 0.080, KLD: -0.014901161, Loss: 0.065106
====> Epoch: 1500 Average loss: 0.02170
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1501 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092380
====> Epoch: 1501 Average loss: 0.03079
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1502 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087830
====> Epoch: 1502 Average loss: 0.02928
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1503 [0000/0003 (0%)] Rec: 0.082, KLD: 0.011920929, Loss: 0.093673
====> Epoch: 1503 Average loss: 0.03122
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1504 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.096870
====> Epoch: 1504 Average loss: 0.03229
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1505 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084146
====> Epoch: 1505 Average loss: 0.02805
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1506 [0000/0003 (0%)] Rec: 0.082, KLD: 0.044703484, Loss: 0.126904
====> Epoch: 1506 Average loss: 0.04230
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1507 [0000/0003 (0%)] Rec: 0.085, KLD: 0.017881393, Loss: 0.102476
====> Epoch: 1507 Average loss: 0.03416
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1508 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110626
====> Epoch: 1508 Average loss: 0.03688
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1509 [0000/0003 (0%)] Rec: 0.082, KLD: -0.014901161, Loss: 0.066729
====> Epoch: 1509 Average loss: 0.02224
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1510 [0000/0003 (0%)] Rec: 0.078, KLD: -0.026822090, Loss: 0.051492
====> Epoch: 1510 Average loss: 0.01716
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1511 [0000/0003 (0%)] Rec: 0.083, KLD: -0.002980232, Loss: 0.079644
====> Epoch: 1511 Average loss: 0.02655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1512 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.073207
====> Epoch: 1512 Average loss: 0.02440
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1513 [0000/0003 (0%)] Rec: 0.081, KLD: 0.023841858, Loss: 0.105001
====> Epoch: 1513 Average loss: 0.03500
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1514 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.076789
====> Epoch: 1514 Average loss: 0.02560
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1515 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.095156
====> Epoch: 1515 Average loss: 0.03172
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1516 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094405
====> Epoch: 1516 Average loss: 0.03147
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1517 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094453
====> Epoch: 1517 Average loss: 0.03148
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1518 [0000/0003 (0%)] Rec: 0.082, KLD: 0.020861626, Loss: 0.102442
====> Epoch: 1518 Average loss: 0.03415
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1519 [0000/0003 (0%)] Rec: 0.083, KLD: 0.014901161, Loss: 0.097840
====> Epoch: 1519 Average loss: 0.03261
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1520 [0000/0003 (0%)] Rec: 0.080, KLD: 0.032782555, Loss: 0.112533
====> Epoch: 1520 Average loss: 0.03751
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1521 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084387
====> Epoch: 1521 Average loss: 0.02813
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1522 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096015
====> Epoch: 1522 Average loss: 0.03201
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1523 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068855
====> Epoch: 1523 Average loss: 0.02295
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1524 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075784
====> Epoch: 1524 Average loss: 0.02526
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1525 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083032
====> Epoch: 1525 Average loss: 0.02768
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1526 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085529
====> Epoch: 1526 Average loss: 0.02851
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1527 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078330
====> Epoch: 1527 Average loss: 0.02611
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1528 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115898
====> Epoch: 1528 Average loss: 0.03863
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1529 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.083532
====> Epoch: 1529 Average loss: 0.02784
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1530 [0000/0003 (0%)] Rec: 0.076, KLD: 0.014901161, Loss: 0.091344
====> Epoch: 1530 Average loss: 0.03045
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1531 [0000/0003 (0%)] Rec: 0.082, KLD: 0.017881393, Loss: 0.099932
====> Epoch: 1531 Average loss: 0.03331
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1532 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068958
====> Epoch: 1532 Average loss: 0.02299
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1533 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.094160
====> Epoch: 1533 Average loss: 0.03139
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1534 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.097019
====> Epoch: 1534 Average loss: 0.03234
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1535 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110534
====> Epoch: 1535 Average loss: 0.03684
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1536 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071872
====> Epoch: 1536 Average loss: 0.02396
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1537 [0000/0003 (0%)] Rec: 0.084, KLD: -0.000000000, Loss: 0.083622
====> Epoch: 1537 Average loss: 0.02787
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1538 [0000/0003 (0%)] Rec: 0.080, KLD: 0.023841858, Loss: 0.103746
====> Epoch: 1538 Average loss: 0.03458
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1539 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105652
====> Epoch: 1539 Average loss: 0.03522
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1540 [0000/0003 (0%)] Rec: 0.082, KLD: 0.032782555, Loss: 0.114855
====> Epoch: 1540 Average loss: 0.03828
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1541 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.120080
====> Epoch: 1541 Average loss: 0.04003
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1542 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098913
====> Epoch: 1542 Average loss: 0.03297
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1543 [0000/0003 (0%)] Rec: 0.080, KLD: 0.047683716, Loss: 0.127355
====> Epoch: 1543 Average loss: 0.04245
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1544 [0000/0003 (0%)] Rec: 0.082, KLD: -0.011920929, Loss: 0.070341
====> Epoch: 1544 Average loss: 0.02345
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1545 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.082411
====> Epoch: 1545 Average loss: 0.02747
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1546 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.091776
====> Epoch: 1546 Average loss: 0.03059
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1547 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096149
====> Epoch: 1547 Average loss: 0.03205
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1548 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095561
====> Epoch: 1548 Average loss: 0.03185
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1549 [0000/0003 (0%)] Rec: 0.083, KLD: 0.029802322, Loss: 0.112416
====> Epoch: 1549 Average loss: 0.03747
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1550 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105074
====> Epoch: 1550 Average loss: 0.03502
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1551 [0000/0003 (0%)] Rec: 0.080, KLD: 0.029802322, Loss: 0.109900
====> Epoch: 1551 Average loss: 0.03663
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1552 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083878
====> Epoch: 1552 Average loss: 0.02796
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1553 [0000/0003 (0%)] Rec: 0.083, KLD: 0.020861626, Loss: 0.103410
====> Epoch: 1553 Average loss: 0.03447
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1554 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093286
====> Epoch: 1554 Average loss: 0.03110
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1555 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122986
====> Epoch: 1555 Average loss: 0.04100
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1556 [0000/0003 (0%)] Rec: 0.080, KLD: 0.035762787, Loss: 0.115288
====> Epoch: 1556 Average loss: 0.03843
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1557 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.091576
====> Epoch: 1557 Average loss: 0.03053
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1558 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089580
====> Epoch: 1558 Average loss: 0.02986
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1559 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.077450
====> Epoch: 1559 Average loss: 0.02582
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1560 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.096259
====> Epoch: 1560 Average loss: 0.03209
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.655
======================================================
Train Epoch: 1561 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.080452
====> Epoch: 1561 Average loss: 0.02682
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1562 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081124
====> Epoch: 1562 Average loss: 0.02704
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1563 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105422
====> Epoch: 1563 Average loss: 0.03514
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1564 [0000/0003 (0%)] Rec: 0.076, KLD: 0.050663948, Loss: 0.127071
====> Epoch: 1564 Average loss: 0.04236
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1565 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.107232
====> Epoch: 1565 Average loss: 0.03574
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1566 [0000/0003 (0%)] Rec: 0.075, KLD: 0.002980232, Loss: 0.078130
====> Epoch: 1566 Average loss: 0.02604
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1567 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.109553
====> Epoch: 1567 Average loss: 0.03652
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1568 [0000/0003 (0%)] Rec: 0.083, KLD: -0.000000000, Loss: 0.082537
====> Epoch: 1568 Average loss: 0.02751
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.663
======================================================
Train Epoch: 1569 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098926
====> Epoch: 1569 Average loss: 0.03298
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1570 [0000/0003 (0%)] Rec: 0.076, KLD: 0.029802322, Loss: 0.105863
====> Epoch: 1570 Average loss: 0.03529
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1571 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099935
====> Epoch: 1571 Average loss: 0.03331
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.720
======================================================
Train Epoch: 1572 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.086744
====> Epoch: 1572 Average loss: 0.02891
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1573 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.099350
====> Epoch: 1573 Average loss: 0.03312
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1574 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.107454
====> Epoch: 1574 Average loss: 0.03582
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1575 [0000/0003 (0%)] Rec: 0.081, KLD: 0.026822090, Loss: 0.108013
====> Epoch: 1575 Average loss: 0.03600
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1576 [0000/0003 (0%)] Rec: 0.083, KLD: -0.000000000, Loss: 0.082569
====> Epoch: 1576 Average loss: 0.02752
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1577 [0000/0003 (0%)] Rec: 0.082, KLD: 0.008940697, Loss: 0.090893
====> Epoch: 1577 Average loss: 0.03030
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1578 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.098271
====> Epoch: 1578 Average loss: 0.03276
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 1579 [0000/0003 (0%)] Rec: 0.085, KLD: 0.002980232, Loss: 0.087686
====> Epoch: 1579 Average loss: 0.02923
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1580 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.109127
====> Epoch: 1580 Average loss: 0.03638
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1581 [0000/0003 (0%)] Rec: 0.081, KLD: -0.005960464, Loss: 0.075284
====> Epoch: 1581 Average loss: 0.02509
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1582 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.108490
====> Epoch: 1582 Average loss: 0.03616
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1583 [0000/0003 (0%)] Rec: 0.082, KLD: 0.014901161, Loss: 0.096565
====> Epoch: 1583 Average loss: 0.03219
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1584 [0000/0003 (0%)] Rec: 0.078, KLD: 0.032782555, Loss: 0.111063
====> Epoch: 1584 Average loss: 0.03702
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1585 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.090284
====> Epoch: 1585 Average loss: 0.03009
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1586 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106705
====> Epoch: 1586 Average loss: 0.03557
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1587 [0000/0003 (0%)] Rec: 0.083, KLD: 0.002980232, Loss: 0.085713
====> Epoch: 1587 Average loss: 0.02857
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1588 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085526
====> Epoch: 1588 Average loss: 0.02851
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1589 [0000/0003 (0%)] Rec: 0.079, KLD: 0.038743019, Loss: 0.118192
====> Epoch: 1589 Average loss: 0.03940
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1590 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085878
====> Epoch: 1590 Average loss: 0.02863
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1591 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.085000
====> Epoch: 1591 Average loss: 0.02833
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1592 [0000/0003 (0%)] Rec: 0.081, KLD: -0.041723251, Loss: 0.039761
====> Epoch: 1592 Average loss: 0.01325
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1593 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.081366
====> Epoch: 1593 Average loss: 0.02712
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1594 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.072773
====> Epoch: 1594 Average loss: 0.02426
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1595 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078950
====> Epoch: 1595 Average loss: 0.02632
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1596 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.111130
====> Epoch: 1596 Average loss: 0.03704
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1597 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081553
====> Epoch: 1597 Average loss: 0.02718
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1598 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087307
====> Epoch: 1598 Average loss: 0.02910
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1599 [0000/0003 (0%)] Rec: 0.078, KLD: 0.035762787, Loss: 0.114188
====> Epoch: 1599 Average loss: 0.03806
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1600 [0000/0003 (0%)] Rec: 0.080, KLD: -0.005960464, Loss: 0.073955
====> Epoch: 1600 Average loss: 0.02465
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1601 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078490
====> Epoch: 1601 Average loss: 0.02616
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1602 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099027
====> Epoch: 1602 Average loss: 0.03301
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1603 [0000/0003 (0%)] Rec: 0.079, KLD: -0.029802322, Loss: 0.048927
====> Epoch: 1603 Average loss: 0.01631
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1604 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108169
====> Epoch: 1604 Average loss: 0.03606
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1605 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097838
====> Epoch: 1605 Average loss: 0.03261
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1606 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080646
====> Epoch: 1606 Average loss: 0.02688
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1607 [0000/0003 (0%)] Rec: 0.075, KLD: 0.050663948, Loss: 0.125914
====> Epoch: 1607 Average loss: 0.04197
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1608 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086047
====> Epoch: 1608 Average loss: 0.02868
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1609 [0000/0003 (0%)] Rec: 0.085, KLD: 0.008940697, Loss: 0.093628
====> Epoch: 1609 Average loss: 0.03121
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1610 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.102017
====> Epoch: 1610 Average loss: 0.03401
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1611 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092601
====> Epoch: 1611 Average loss: 0.03087
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1612 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.081744
====> Epoch: 1612 Average loss: 0.02725
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1613 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060309
====> Epoch: 1613 Average loss: 0.02010
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1614 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101638
====> Epoch: 1614 Average loss: 0.03388
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1615 [0000/0003 (0%)] Rec: 0.080, KLD: 0.011920929, Loss: 0.092136
====> Epoch: 1615 Average loss: 0.03071
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1616 [0000/0003 (0%)] Rec: 0.081, KLD: -0.002980232, Loss: 0.078034
====> Epoch: 1616 Average loss: 0.02601
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1617 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078626
====> Epoch: 1617 Average loss: 0.02621
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1618 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113309
====> Epoch: 1618 Average loss: 0.03777
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1619 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087346
====> Epoch: 1619 Average loss: 0.02912
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1620 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092335
====> Epoch: 1620 Average loss: 0.03078
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1621 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078771
====> Epoch: 1621 Average loss: 0.02626
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1622 [0000/0003 (0%)] Rec: 0.081, KLD: 0.050663948, Loss: 0.131993
====> Epoch: 1622 Average loss: 0.04400
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1623 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066529
====> Epoch: 1623 Average loss: 0.02218
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1624 [0000/0003 (0%)] Rec: 0.084, KLD: 0.014901161, Loss: 0.098517
====> Epoch: 1624 Average loss: 0.03284
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1625 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.089121
====> Epoch: 1625 Average loss: 0.02971
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1626 [0000/0003 (0%)] Rec: 0.081, KLD: -0.032782555, Loss: 0.048113
====> Epoch: 1626 Average loss: 0.01604
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1627 [0000/0003 (0%)] Rec: 0.082, KLD: 0.029802322, Loss: 0.111362
====> Epoch: 1627 Average loss: 0.03712
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1628 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.115125
====> Epoch: 1628 Average loss: 0.03837
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1629 [0000/0003 (0%)] Rec: 0.083, KLD: -0.035762787, Loss: 0.047636
====> Epoch: 1629 Average loss: 0.01588
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1630 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100327
====> Epoch: 1630 Average loss: 0.03344
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1631 [0000/0003 (0%)] Rec: 0.081, KLD: -0.038743019, Loss: 0.042518
====> Epoch: 1631 Average loss: 0.01417
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1632 [0000/0003 (0%)] Rec: 0.077, KLD: 0.035762787, Loss: 0.113234
====> Epoch: 1632 Average loss: 0.03774
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1633 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081876
====> Epoch: 1633 Average loss: 0.02729
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1634 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085931
====> Epoch: 1634 Average loss: 0.02864
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1635 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078942
====> Epoch: 1635 Average loss: 0.02631
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1636 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.099518
====> Epoch: 1636 Average loss: 0.03317
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1637 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105465
====> Epoch: 1637 Average loss: 0.03516
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1638 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.087534
====> Epoch: 1638 Average loss: 0.02918
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1639 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.062560
====> Epoch: 1639 Average loss: 0.02085
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1640 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.071835
====> Epoch: 1640 Average loss: 0.02394
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1641 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075730
====> Epoch: 1641 Average loss: 0.02524
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1642 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063348
====> Epoch: 1642 Average loss: 0.02112
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1643 [0000/0003 (0%)] Rec: 0.083, KLD: -0.014901161, Loss: 0.067793
====> Epoch: 1643 Average loss: 0.02260
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1644 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110541
====> Epoch: 1644 Average loss: 0.03685
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1645 [0000/0003 (0%)] Rec: 0.082, KLD: -0.020861626, Loss: 0.061071
====> Epoch: 1645 Average loss: 0.02036
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1646 [0000/0003 (0%)] Rec: 0.077, KLD: 0.065565109, Loss: 0.142601
====> Epoch: 1646 Average loss: 0.04753
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1647 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.054853
====> Epoch: 1647 Average loss: 0.01828
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1648 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120690
====> Epoch: 1648 Average loss: 0.04023
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1649 [0000/0003 (0%)] Rec: 0.076, KLD: -0.020861626, Loss: 0.055159
====> Epoch: 1649 Average loss: 0.01839
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1650 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100581
====> Epoch: 1650 Average loss: 0.03353
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1651 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076185
====> Epoch: 1651 Average loss: 0.02539
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1652 [0000/0003 (0%)] Rec: 0.079, KLD: 0.050663948, Loss: 0.129332
====> Epoch: 1652 Average loss: 0.04311
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1653 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087583
====> Epoch: 1653 Average loss: 0.02919
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1654 [0000/0003 (0%)] Rec: 0.081, KLD: -0.000000000, Loss: 0.080833
====> Epoch: 1654 Average loss: 0.02694
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1655 [0000/0003 (0%)] Rec: 0.076, KLD: 0.011920929, Loss: 0.088190
====> Epoch: 1655 Average loss: 0.02940
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1656 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099538
====> Epoch: 1656 Average loss: 0.03318
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1657 [0000/0003 (0%)] Rec: 0.081, KLD: 0.008940697, Loss: 0.089911
====> Epoch: 1657 Average loss: 0.02997
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1658 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086742
====> Epoch: 1658 Average loss: 0.02891
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1659 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078348
====> Epoch: 1659 Average loss: 0.02612
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1660 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088240
====> Epoch: 1660 Average loss: 0.02941
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1661 [0000/0003 (0%)] Rec: 0.081, KLD: 0.038743019, Loss: 0.119739
====> Epoch: 1661 Average loss: 0.03991
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1662 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076238
====> Epoch: 1662 Average loss: 0.02541
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1663 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075512
====> Epoch: 1663 Average loss: 0.02517
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1664 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.083593
====> Epoch: 1664 Average loss: 0.02786
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1665 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.074720
====> Epoch: 1665 Average loss: 0.02491
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1666 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.099922
====> Epoch: 1666 Average loss: 0.03331
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1667 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102880
====> Epoch: 1667 Average loss: 0.03429
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1668 [0000/0003 (0%)] Rec: 0.081, KLD: 0.035762787, Loss: 0.116549
====> Epoch: 1668 Average loss: 0.03885
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1669 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089249
====> Epoch: 1669 Average loss: 0.02975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1670 [0000/0003 (0%)] Rec: 0.084, KLD: -0.020861626, Loss: 0.063246
====> Epoch: 1670 Average loss: 0.02108
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1671 [0000/0003 (0%)] Rec: 0.082, KLD: -0.000000000, Loss: 0.081744
====> Epoch: 1671 Average loss: 0.02725
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1672 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079401
====> Epoch: 1672 Average loss: 0.02647
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1673 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.071173
====> Epoch: 1673 Average loss: 0.02372
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1674 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.073012
====> Epoch: 1674 Average loss: 0.02434
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1675 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069054
====> Epoch: 1675 Average loss: 0.02302
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1676 [0000/0003 (0%)] Rec: 0.079, KLD: 0.035762787, Loss: 0.114399
====> Epoch: 1676 Average loss: 0.03813
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1677 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064288
====> Epoch: 1677 Average loss: 0.02143
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.662
======================================================
Train Epoch: 1678 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079172
====> Epoch: 1678 Average loss: 0.02639
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1679 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093075
====> Epoch: 1679 Average loss: 0.03103
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1680 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087463
====> Epoch: 1680 Average loss: 0.02915
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1681 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086101
====> Epoch: 1681 Average loss: 0.02870
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1682 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057082
====> Epoch: 1682 Average loss: 0.01903
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1683 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082413
====> Epoch: 1683 Average loss: 0.02747
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1684 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082587
====> Epoch: 1684 Average loss: 0.02753
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1685 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102923
====> Epoch: 1685 Average loss: 0.03431
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1686 [0000/0003 (0%)] Rec: 0.080, KLD: -0.002980232, Loss: 0.077347
====> Epoch: 1686 Average loss: 0.02578
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1687 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.073443
====> Epoch: 1687 Average loss: 0.02448
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1688 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075045
====> Epoch: 1688 Average loss: 0.02502
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1689 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.067930
====> Epoch: 1689 Average loss: 0.02264
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1690 [0000/0003 (0%)] Rec: 0.081, KLD: 0.011920929, Loss: 0.093124
====> Epoch: 1690 Average loss: 0.03104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1691 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107375
====> Epoch: 1691 Average loss: 0.03579
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1692 [0000/0003 (0%)] Rec: 0.078, KLD: -0.032782555, Loss: 0.045543
====> Epoch: 1692 Average loss: 0.01518
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1693 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087926
====> Epoch: 1693 Average loss: 0.02931
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1694 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099113
====> Epoch: 1694 Average loss: 0.03304
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1695 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.091036
====> Epoch: 1695 Average loss: 0.03035
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1696 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108700
====> Epoch: 1696 Average loss: 0.03623
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1697 [0000/0003 (0%)] Rec: 0.079, KLD: -0.020861626, Loss: 0.058412
====> Epoch: 1697 Average loss: 0.01947
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1698 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080582
====> Epoch: 1698 Average loss: 0.02686
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1699 [0000/0003 (0%)] Rec: 0.074, KLD: 0.011920929, Loss: 0.086131
====> Epoch: 1699 Average loss: 0.02871
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1700 [0000/0003 (0%)] Rec: 0.078, KLD: 0.032782555, Loss: 0.111198
====> Epoch: 1700 Average loss: 0.03707
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1701 [0000/0003 (0%)] Rec: 0.078, KLD: 0.035762787, Loss: 0.113422
====> Epoch: 1701 Average loss: 0.03781
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1702 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087695
====> Epoch: 1702 Average loss: 0.02923
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1703 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069827
====> Epoch: 1703 Average loss: 0.02328
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1704 [0000/0003 (0%)] Rec: 0.082, KLD: 0.023841858, Loss: 0.105727
====> Epoch: 1704 Average loss: 0.03524
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1705 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.054858
====> Epoch: 1705 Average loss: 0.01829
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1706 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110422
====> Epoch: 1706 Average loss: 0.03681
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1707 [0000/0003 (0%)] Rec: 0.085, KLD: 0.005960464, Loss: 0.090657
====> Epoch: 1707 Average loss: 0.03022
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1708 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.109268
====> Epoch: 1708 Average loss: 0.03642
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1709 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100125
====> Epoch: 1709 Average loss: 0.03338
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1710 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075553
====> Epoch: 1710 Average loss: 0.02518
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1711 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.079392
====> Epoch: 1711 Average loss: 0.02646
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1712 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086559
====> Epoch: 1712 Average loss: 0.02885
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1713 [0000/0003 (0%)] Rec: 0.080, KLD: -0.026822090, Loss: 0.053624
====> Epoch: 1713 Average loss: 0.01787
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1714 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.064463
====> Epoch: 1714 Average loss: 0.02149
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1715 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.065767
====> Epoch: 1715 Average loss: 0.02192
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1716 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.090642
====> Epoch: 1716 Average loss: 0.03021
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1717 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111287
====> Epoch: 1717 Average loss: 0.03710
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1718 [0000/0003 (0%)] Rec: 0.080, KLD: 0.038743019, Loss: 0.118912
====> Epoch: 1718 Average loss: 0.03964
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1719 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116647
====> Epoch: 1719 Average loss: 0.03888
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1720 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.093653
====> Epoch: 1720 Average loss: 0.03122
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.707
======================================================
Train Epoch: 1721 [0000/0003 (0%)] Rec: 0.083, KLD: -0.023841858, Loss: 0.058951
====> Epoch: 1721 Average loss: 0.01965
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1722 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105134
====> Epoch: 1722 Average loss: 0.03504
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1723 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.097087
====> Epoch: 1723 Average loss: 0.03236
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1724 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081839
====> Epoch: 1724 Average loss: 0.02728
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1725 [0000/0003 (0%)] Rec: 0.080, KLD: 0.053644180, Loss: 0.133954
====> Epoch: 1725 Average loss: 0.04465
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1726 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.081965
====> Epoch: 1726 Average loss: 0.02732
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1727 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116487
====> Epoch: 1727 Average loss: 0.03883
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1728 [0000/0003 (0%)] Rec: 0.081, KLD: -0.047683716, Loss: 0.033231
====> Epoch: 1728 Average loss: 0.01108
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1729 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105990
====> Epoch: 1729 Average loss: 0.03533
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1730 [0000/0003 (0%)] Rec: 0.076, KLD: 0.014901161, Loss: 0.091071
====> Epoch: 1730 Average loss: 0.03036
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1731 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059254
====> Epoch: 1731 Average loss: 0.01975
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1732 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076321
====> Epoch: 1732 Average loss: 0.02544
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1733 [0000/0003 (0%)] Rec: 0.081, KLD: 0.017881393, Loss: 0.098593
====> Epoch: 1733 Average loss: 0.03286
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1734 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090276
====> Epoch: 1734 Average loss: 0.03009
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1735 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089561
====> Epoch: 1735 Average loss: 0.02985
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1736 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.069837
====> Epoch: 1736 Average loss: 0.02328
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1737 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108067
====> Epoch: 1737 Average loss: 0.03602
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.668
======================================================
Train Epoch: 1738 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.066807
====> Epoch: 1738 Average loss: 0.02227
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.665
======================================================
Train Epoch: 1739 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.077969
====> Epoch: 1739 Average loss: 0.02599
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1740 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084427
====> Epoch: 1740 Average loss: 0.02814
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1741 [0000/0003 (0%)] Rec: 0.079, KLD: 0.011920929, Loss: 0.090488
====> Epoch: 1741 Average loss: 0.03016
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1742 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.085259
====> Epoch: 1742 Average loss: 0.02842
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1743 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111637
====> Epoch: 1743 Average loss: 0.03721
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1744 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.085822
====> Epoch: 1744 Average loss: 0.02861
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1745 [0000/0003 (0%)] Rec: 0.081, KLD: 0.032782555, Loss: 0.113457
====> Epoch: 1745 Average loss: 0.03782
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1746 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082505
====> Epoch: 1746 Average loss: 0.02750
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1747 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057122
====> Epoch: 1747 Average loss: 0.01904
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1748 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084884
====> Epoch: 1748 Average loss: 0.02829
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1749 [0000/0003 (0%)] Rec: 0.080, KLD: -0.023841858, Loss: 0.055983
====> Epoch: 1749 Average loss: 0.01866
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1750 [0000/0003 (0%)] Rec: 0.081, KLD: 0.029802322, Loss: 0.110713
====> Epoch: 1750 Average loss: 0.03690
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1751 [0000/0003 (0%)] Rec: 0.081, KLD: -0.020861626, Loss: 0.060296
====> Epoch: 1751 Average loss: 0.02010
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 1752 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.098297
====> Epoch: 1752 Average loss: 0.03277
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1753 [0000/0003 (0%)] Rec: 0.080, KLD: 0.062584877, Loss: 0.142419
====> Epoch: 1753 Average loss: 0.04747
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1754 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087966
====> Epoch: 1754 Average loss: 0.02932
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1755 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120685
====> Epoch: 1755 Average loss: 0.04023
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1756 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086576
====> Epoch: 1756 Average loss: 0.02886
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1757 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092229
====> Epoch: 1757 Average loss: 0.03074
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1758 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088372
====> Epoch: 1758 Average loss: 0.02946
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1759 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101430
====> Epoch: 1759 Average loss: 0.03381
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1760 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078104
====> Epoch: 1760 Average loss: 0.02603
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1761 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075768
====> Epoch: 1761 Average loss: 0.02526
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1762 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083736
====> Epoch: 1762 Average loss: 0.02791
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1763 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.091879
====> Epoch: 1763 Average loss: 0.03063
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1764 [0000/0003 (0%)] Rec: 0.081, KLD: 0.002980232, Loss: 0.084020
====> Epoch: 1764 Average loss: 0.02801
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1765 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082706
====> Epoch: 1765 Average loss: 0.02757
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1766 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.066762
====> Epoch: 1766 Average loss: 0.02225
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1767 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082553
====> Epoch: 1767 Average loss: 0.02752
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1768 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096081
====> Epoch: 1768 Average loss: 0.03203
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1769 [0000/0003 (0%)] Rec: 0.077, KLD: 0.035762787, Loss: 0.112596
====> Epoch: 1769 Average loss: 0.03753
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1770 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.061113
====> Epoch: 1770 Average loss: 0.02037
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1771 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.088772
====> Epoch: 1771 Average loss: 0.02959
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1772 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090222
====> Epoch: 1772 Average loss: 0.03007
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1773 [0000/0003 (0%)] Rec: 0.078, KLD: -0.026822090, Loss: 0.050955
====> Epoch: 1773 Average loss: 0.01699
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1774 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.097785
====> Epoch: 1774 Average loss: 0.03259
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1775 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.095914
====> Epoch: 1775 Average loss: 0.03197
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1776 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088200
====> Epoch: 1776 Average loss: 0.02940
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1777 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.083601
====> Epoch: 1777 Average loss: 0.02787
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1778 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082811
====> Epoch: 1778 Average loss: 0.02760
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.692
======================================================
Train Epoch: 1779 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.098316
====> Epoch: 1779 Average loss: 0.03277
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1780 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080601
====> Epoch: 1780 Average loss: 0.02687
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1781 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092988
====> Epoch: 1781 Average loss: 0.03100
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1782 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.057275
====> Epoch: 1782 Average loss: 0.01909
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1783 [0000/0003 (0%)] Rec: 0.079, KLD: 0.041723251, Loss: 0.120458
====> Epoch: 1783 Average loss: 0.04015
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1784 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078476
====> Epoch: 1784 Average loss: 0.02616
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1785 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108954
====> Epoch: 1785 Average loss: 0.03632
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1786 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.082636
====> Epoch: 1786 Average loss: 0.02755
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1787 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088009
====> Epoch: 1787 Average loss: 0.02934
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1788 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.088981
====> Epoch: 1788 Average loss: 0.02966
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1789 [0000/0003 (0%)] Rec: 0.077, KLD: -0.020861626, Loss: 0.056328
====> Epoch: 1789 Average loss: 0.01878
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1790 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108334
====> Epoch: 1790 Average loss: 0.03611
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1791 [0000/0003 (0%)] Rec: 0.077, KLD: -0.026822090, Loss: 0.050580
====> Epoch: 1791 Average loss: 0.01686
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1792 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.101056
====> Epoch: 1792 Average loss: 0.03369
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1793 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084536
====> Epoch: 1793 Average loss: 0.02818
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1794 [0000/0003 (0%)] Rec: 0.078, KLD: -0.032782555, Loss: 0.045613
====> Epoch: 1794 Average loss: 0.01520
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1795 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104860
====> Epoch: 1795 Average loss: 0.03495
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1796 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.059938
====> Epoch: 1796 Average loss: 0.01998
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1797 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.106234
====> Epoch: 1797 Average loss: 0.03541
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1798 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.102305
====> Epoch: 1798 Average loss: 0.03410
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1799 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089849
====> Epoch: 1799 Average loss: 0.02995
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1800 [0000/0003 (0%)] Rec: 0.080, KLD: 0.050663948, Loss: 0.130262
====> Epoch: 1800 Average loss: 0.04342
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1801 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084739
====> Epoch: 1801 Average loss: 0.02825
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1802 [0000/0003 (0%)] Rec: 0.080, KLD: -0.008940697, Loss: 0.070985
====> Epoch: 1802 Average loss: 0.02366
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1803 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106495
====> Epoch: 1803 Average loss: 0.03550
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1804 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.072962
====> Epoch: 1804 Average loss: 0.02432
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1805 [0000/0003 (0%)] Rec: 0.083, KLD: 0.026822090, Loss: 0.109941
====> Epoch: 1805 Average loss: 0.03665
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.661
======================================================
Train Epoch: 1806 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083212
====> Epoch: 1806 Average loss: 0.02774
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1807 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099110
====> Epoch: 1807 Average loss: 0.03304
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1808 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087215
====> Epoch: 1808 Average loss: 0.02907
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1809 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088013
====> Epoch: 1809 Average loss: 0.02934
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1810 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079938
====> Epoch: 1810 Average loss: 0.02665
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1811 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107594
====> Epoch: 1811 Average loss: 0.03586
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1812 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083022
====> Epoch: 1812 Average loss: 0.02767
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1813 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071925
====> Epoch: 1813 Average loss: 0.02398
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1814 [0000/0003 (0%)] Rec: 0.081, KLD: -0.011920929, Loss: 0.068787
====> Epoch: 1814 Average loss: 0.02293
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1815 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063121
====> Epoch: 1815 Average loss: 0.02104
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1816 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.092423
====> Epoch: 1816 Average loss: 0.03081
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1817 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.100265
====> Epoch: 1817 Average loss: 0.03342
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1818 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093319
====> Epoch: 1818 Average loss: 0.03111
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1819 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097778
====> Epoch: 1819 Average loss: 0.03259
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1820 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.062263
====> Epoch: 1820 Average loss: 0.02075
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.669
======================================================
Train Epoch: 1821 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087417
====> Epoch: 1821 Average loss: 0.02914
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1822 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076497
====> Epoch: 1822 Average loss: 0.02550
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1823 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102838
====> Epoch: 1823 Average loss: 0.03428
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1824 [0000/0003 (0%)] Rec: 0.082, KLD: 0.005960464, Loss: 0.088380
====> Epoch: 1824 Average loss: 0.02946
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1825 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.080979
====> Epoch: 1825 Average loss: 0.02699
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1826 [0000/0003 (0%)] Rec: 0.080, KLD: -0.047683716, Loss: 0.032661
====> Epoch: 1826 Average loss: 0.01089
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.660
======================================================
Train Epoch: 1827 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094824
====> Epoch: 1827 Average loss: 0.03161
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1828 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.076062
====> Epoch: 1828 Average loss: 0.02535
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.654
======================================================
Train Epoch: 1829 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095629
====> Epoch: 1829 Average loss: 0.03188
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.659
======================================================
Train Epoch: 1830 [0000/0003 (0%)] Rec: 0.079, KLD: -0.011920929, Loss: 0.067100
====> Epoch: 1830 Average loss: 0.02237
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1831 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078262
====> Epoch: 1831 Average loss: 0.02609
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 1832 [0000/0003 (0%)] Rec: 0.082, KLD: 0.002980232, Loss: 0.084629
====> Epoch: 1832 Average loss: 0.02821
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1833 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083246
====> Epoch: 1833 Average loss: 0.02775
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1834 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094716
====> Epoch: 1834 Average loss: 0.03157
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1835 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060080
====> Epoch: 1835 Average loss: 0.02003
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1836 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100691
====> Epoch: 1836 Average loss: 0.03356
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1837 [0000/0003 (0%)] Rec: 0.082, KLD: -0.023841858, Loss: 0.058228
====> Epoch: 1837 Average loss: 0.01941
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1838 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.063486
====> Epoch: 1838 Average loss: 0.02116
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1839 [0000/0003 (0%)] Rec: 0.078, KLD: 0.005960464, Loss: 0.084096
====> Epoch: 1839 Average loss: 0.02803
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1840 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.102822
====> Epoch: 1840 Average loss: 0.03427
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1841 [0000/0003 (0%)] Rec: 0.079, KLD: 0.020861626, Loss: 0.100160
====> Epoch: 1841 Average loss: 0.03339
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1842 [0000/0003 (0%)] Rec: 0.077, KLD: 0.002980232, Loss: 0.080423
====> Epoch: 1842 Average loss: 0.02681
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1843 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110228
====> Epoch: 1843 Average loss: 0.03674
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.667
======================================================
Train Epoch: 1844 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082567
====> Epoch: 1844 Average loss: 0.02752
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1845 [0000/0003 (0%)] Rec: 0.080, KLD: -0.011920929, Loss: 0.068282
====> Epoch: 1845 Average loss: 0.02276
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1846 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097637
====> Epoch: 1846 Average loss: 0.03255
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1847 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069298
====> Epoch: 1847 Average loss: 0.02310
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1848 [0000/0003 (0%)] Rec: 0.077, KLD: 0.002980232, Loss: 0.079637
====> Epoch: 1848 Average loss: 0.02655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1849 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078743
====> Epoch: 1849 Average loss: 0.02625
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1850 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.056868
====> Epoch: 1850 Average loss: 0.01896
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1851 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086779
====> Epoch: 1851 Average loss: 0.02893
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1852 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110096
====> Epoch: 1852 Average loss: 0.03670
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1853 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060121
====> Epoch: 1853 Average loss: 0.02004
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1854 [0000/0003 (0%)] Rec: 0.078, KLD: 0.014901161, Loss: 0.093239
====> Epoch: 1854 Average loss: 0.03108
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1855 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.074975
====> Epoch: 1855 Average loss: 0.02499
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1856 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072683
====> Epoch: 1856 Average loss: 0.02423
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1857 [0000/0003 (0%)] Rec: 0.079, KLD: 0.029802322, Loss: 0.108971
====> Epoch: 1857 Average loss: 0.03632
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1858 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.063854
====> Epoch: 1858 Average loss: 0.02128
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1859 [0000/0003 (0%)] Rec: 0.077, KLD: 0.026822090, Loss: 0.104155
====> Epoch: 1859 Average loss: 0.03472
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1860 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081461
====> Epoch: 1860 Average loss: 0.02715
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1861 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064785
====> Epoch: 1861 Average loss: 0.02160
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1862 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.097476
====> Epoch: 1862 Average loss: 0.03249
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1863 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.095677
====> Epoch: 1863 Average loss: 0.03189
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1864 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.086897
====> Epoch: 1864 Average loss: 0.02897
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1865 [0000/0003 (0%)] Rec: 0.079, KLD: 0.017881393, Loss: 0.096634
====> Epoch: 1865 Average loss: 0.03221
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1866 [0000/0003 (0%)] Rec: 0.079, KLD: 0.026822090, Loss: 0.105388
====> Epoch: 1866 Average loss: 0.03513
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1867 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.095193
====> Epoch: 1867 Average loss: 0.03173
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1868 [0000/0003 (0%)] Rec: 0.080, KLD: -0.041723251, Loss: 0.037883
====> Epoch: 1868 Average loss: 0.01263
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1869 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086251
====> Epoch: 1869 Average loss: 0.02875
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1870 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101911
====> Epoch: 1870 Average loss: 0.03397
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1871 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.060682
====> Epoch: 1871 Average loss: 0.02023
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1872 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.077927
====> Epoch: 1872 Average loss: 0.02598
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1873 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.071114
====> Epoch: 1873 Average loss: 0.02370
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1874 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075574
====> Epoch: 1874 Average loss: 0.02519
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1875 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089545
====> Epoch: 1875 Average loss: 0.02985
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1876 [0000/0003 (0%)] Rec: 0.080, KLD: 0.008940697, Loss: 0.089396
====> Epoch: 1876 Average loss: 0.02980
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1877 [0000/0003 (0%)] Rec: 0.077, KLD: -0.035762787, Loss: 0.040756
====> Epoch: 1877 Average loss: 0.01359
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1878 [0000/0003 (0%)] Rec: 0.079, KLD: -0.044703484, Loss: 0.034655
====> Epoch: 1878 Average loss: 0.01155
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1879 [0000/0003 (0%)] Rec: 0.081, KLD: -0.023841858, Loss: 0.056855
====> Epoch: 1879 Average loss: 0.01895
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1880 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.068962
====> Epoch: 1880 Average loss: 0.02299
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1881 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.070305
====> Epoch: 1881 Average loss: 0.02343
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1882 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.059822
====> Epoch: 1882 Average loss: 0.01994
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1883 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079284
====> Epoch: 1883 Average loss: 0.02643
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1884 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.054173
====> Epoch: 1884 Average loss: 0.01806
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1885 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101470
====> Epoch: 1885 Average loss: 0.03382
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1886 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078473
====> Epoch: 1886 Average loss: 0.02616
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1887 [0000/0003 (0%)] Rec: 0.079, KLD: 0.038743019, Loss: 0.117454
====> Epoch: 1887 Average loss: 0.03915
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1888 [0000/0003 (0%)] Rec: 0.079, KLD: 0.014901161, Loss: 0.093700
====> Epoch: 1888 Average loss: 0.03123
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.710
======================================================
Train Epoch: 1889 [0000/0003 (0%)] Rec: 0.080, KLD: 0.026822090, Loss: 0.106552
====> Epoch: 1889 Average loss: 0.03552
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1890 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.088300
====> Epoch: 1890 Average loss: 0.02943
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1891 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066000
====> Epoch: 1891 Average loss: 0.02200
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1892 [0000/0003 (0%)] Rec: 0.079, KLD: 0.002980232, Loss: 0.082428
====> Epoch: 1892 Average loss: 0.02748
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1893 [0000/0003 (0%)] Rec: 0.078, KLD: -0.002980232, Loss: 0.075155
====> Epoch: 1893 Average loss: 0.02505
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1894 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.105235
====> Epoch: 1894 Average loss: 0.03508
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1895 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069459
====> Epoch: 1895 Average loss: 0.02315
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1896 [0000/0003 (0%)] Rec: 0.079, KLD: -0.005960464, Loss: 0.072966
====> Epoch: 1896 Average loss: 0.02432
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1897 [0000/0003 (0%)] Rec: 0.080, KLD: 0.014901161, Loss: 0.094648
====> Epoch: 1897 Average loss: 0.03155
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.696
======================================================
Train Epoch: 1898 [0000/0003 (0%)] Rec: 0.078, KLD: 0.038743019, Loss: 0.116582
====> Epoch: 1898 Average loss: 0.03886
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1899 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086347
====> Epoch: 1899 Average loss: 0.02878
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1900 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.089590
====> Epoch: 1900 Average loss: 0.02986
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1901 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.108010
====> Epoch: 1901 Average loss: 0.03600
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1902 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107874
====> Epoch: 1902 Average loss: 0.03596
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1903 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087504
====> Epoch: 1903 Average loss: 0.02917
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1904 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086316
====> Epoch: 1904 Average loss: 0.02877
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.694
======================================================
Train Epoch: 1905 [0000/0003 (0%)] Rec: 0.079, KLD: -0.000000000, Loss: 0.078629
====> Epoch: 1905 Average loss: 0.02621
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1906 [0000/0003 (0%)] Rec: 0.080, KLD: 0.017881393, Loss: 0.097591
====> Epoch: 1906 Average loss: 0.03253
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.693
======================================================
Train Epoch: 1907 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064968
====> Epoch: 1907 Average loss: 0.02166
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1908 [0000/0003 (0%)] Rec: 0.079, KLD: -0.023841858, Loss: 0.055054
====> Epoch: 1908 Average loss: 0.01835
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.666
======================================================
Train Epoch: 1909 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059132
====> Epoch: 1909 Average loss: 0.01971
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.658
======================================================
Train Epoch: 1910 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087448
====> Epoch: 1910 Average loss: 0.02915
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1911 [0000/0003 (0%)] Rec: 0.080, KLD: -0.014901161, Loss: 0.065441
====> Epoch: 1911 Average loss: 0.02181
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1912 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.083299
====> Epoch: 1912 Average loss: 0.02777
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1913 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099199
====> Epoch: 1913 Average loss: 0.03307
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1914 [0000/0003 (0%)] Rec: 0.084, KLD: 0.002980232, Loss: 0.087164
====> Epoch: 1914 Average loss: 0.02905
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.707
======================================================
Train Epoch: 1915 [0000/0003 (0%)] Rec: 0.079, KLD: 0.050663948, Loss: 0.129866
====> Epoch: 1915 Average loss: 0.04329
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1916 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.069154
====> Epoch: 1916 Average loss: 0.02305
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1917 [0000/0003 (0%)] Rec: 0.077, KLD: 0.029802322, Loss: 0.106879
====> Epoch: 1917 Average loss: 0.03563
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1918 [0000/0003 (0%)] Rec: 0.079, KLD: -0.032782555, Loss: 0.046365
====> Epoch: 1918 Average loss: 0.01546
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1919 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122497
====> Epoch: 1919 Average loss: 0.04083
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1920 [0000/0003 (0%)] Rec: 0.077, KLD: -0.023841858, Loss: 0.052985
====> Epoch: 1920 Average loss: 0.01766
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1921 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.094873
====> Epoch: 1921 Average loss: 0.03162
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1922 [0000/0003 (0%)] Rec: 0.077, KLD: -0.023841858, Loss: 0.053485
====> Epoch: 1922 Average loss: 0.01783
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1923 [0000/0003 (0%)] Rec: 0.078, KLD: 0.008940697, Loss: 0.087423
====> Epoch: 1923 Average loss: 0.02914
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1924 [0000/0003 (0%)] Rec: 0.080, KLD: -0.017881393, Loss: 0.061939
====> Epoch: 1924 Average loss: 0.02065
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1925 [0000/0003 (0%)] Rec: 0.078, KLD: 0.017881393, Loss: 0.096098
====> Epoch: 1925 Average loss: 0.03203
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1926 [0000/0003 (0%)] Rec: 0.078, KLD: -0.017881393, Loss: 0.060489
====> Epoch: 1926 Average loss: 0.02016
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1927 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075988
====> Epoch: 1927 Average loss: 0.02533
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1928 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078173
====> Epoch: 1928 Average loss: 0.02606
Training time for epoch: 0.08s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1929 [0000/0003 (0%)] Rec: 0.076, KLD: 0.032782555, Loss: 0.108372
====> Epoch: 1929 Average loss: 0.03612
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 1930 [0000/0003 (0%)] Rec: 0.077, KLD: 0.005960464, Loss: 0.083407
====> Epoch: 1930 Average loss: 0.02780
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1931 [0000/0003 (0%)] Rec: 0.081, KLD: -0.008940697, Loss: 0.071826
====> Epoch: 1931 Average loss: 0.02394
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1932 [0000/0003 (0%)] Rec: 0.078, KLD: -0.020861626, Loss: 0.056973
====> Epoch: 1932 Average loss: 0.01899
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1933 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.082780
====> Epoch: 1933 Average loss: 0.02759
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.674
======================================================
Train Epoch: 1934 [0000/0003 (0%)] Rec: 0.079, KLD: -0.014901161, Loss: 0.063951
====> Epoch: 1934 Average loss: 0.02132
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1935 [0000/0003 (0%)] Rec: 0.080, KLD: 0.002980232, Loss: 0.083318
====> Epoch: 1935 Average loss: 0.02777
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.664
======================================================
Train Epoch: 1936 [0000/0003 (0%)] Rec: 0.078, KLD: -0.000000000, Loss: 0.078081
====> Epoch: 1936 Average loss: 0.02603
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1937 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.070937
====> Epoch: 1937 Average loss: 0.02365
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1938 [0000/0003 (0%)] Rec: 0.077, KLD: 0.041723251, Loss: 0.118831
====> Epoch: 1938 Average loss: 0.03961
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.709
======================================================
Train Epoch: 1939 [0000/0003 (0%)] Rec: 0.080, KLD: 0.020861626, Loss: 0.100428
====> Epoch: 1939 Average loss: 0.03348
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.705
======================================================
Train Epoch: 1940 [0000/0003 (0%)] Rec: 0.081, KLD: 0.014901161, Loss: 0.095421
====> Epoch: 1940 Average loss: 0.03181
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1941 [0000/0003 (0%)] Rec: 0.079, KLD: -0.008940697, Loss: 0.070037
====> Epoch: 1941 Average loss: 0.02335
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1942 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.081926
====> Epoch: 1942 Average loss: 0.02731
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1943 [0000/0003 (0%)] Rec: 0.077, KLD: -0.014901161, Loss: 0.061679
====> Epoch: 1943 Average loss: 0.02056
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1944 [0000/0003 (0%)] Rec: 0.079, KLD: 0.023841858, Loss: 0.103324
====> Epoch: 1944 Average loss: 0.03444
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1945 [0000/0003 (0%)] Rec: 0.079, KLD: 0.005960464, Loss: 0.084682
====> Epoch: 1945 Average loss: 0.02823
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.687
======================================================
Train Epoch: 1946 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.110013
====> Epoch: 1946 Average loss: 0.03667
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1947 [0000/0003 (0%)] Rec: 0.076, KLD: 0.023841858, Loss: 0.100031
====> Epoch: 1947 Average loss: 0.03334
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.706
======================================================
Train Epoch: 1948 [0000/0003 (0%)] Rec: 0.078, KLD: 0.050663948, Loss: 0.128585
====> Epoch: 1948 Average loss: 0.04286
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 1949 [0000/0003 (0%)] Rec: 0.078, KLD: -0.023841858, Loss: 0.053971
====> Epoch: 1949 Average loss: 0.01799
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.697
======================================================
Train Epoch: 1950 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069730
====> Epoch: 1950 Average loss: 0.02324
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.684
======================================================
Train Epoch: 1951 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.074016
====> Epoch: 1951 Average loss: 0.02467
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.672
======================================================
Train Epoch: 1952 [0000/0003 (0%)] Rec: 0.077, KLD: 0.020861626, Loss: 0.098074
====> Epoch: 1952 Average loss: 0.03269
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1953 [0000/0003 (0%)] Rec: 0.082, KLD: -0.005960464, Loss: 0.075988
====> Epoch: 1953 Average loss: 0.02533
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1954 [0000/0003 (0%)] Rec: 0.080, KLD: -0.000000000, Loss: 0.079656
====> Epoch: 1954 Average loss: 0.02655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1955 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092134
====> Epoch: 1955 Average loss: 0.03071
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.703
======================================================
Train Epoch: 1956 [0000/0003 (0%)] Rec: 0.080, KLD: 0.005960464, Loss: 0.086079
====> Epoch: 1956 Average loss: 0.02869
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1957 [0000/0003 (0%)] Rec: 0.078, KLD: 0.002980232, Loss: 0.081071
====> Epoch: 1957 Average loss: 0.02702
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1958 [0000/0003 (0%)] Rec: 0.077, KLD: -0.011920929, Loss: 0.064595
====> Epoch: 1958 Average loss: 0.02153
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1959 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092026
====> Epoch: 1959 Average loss: 0.03068
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1960 [0000/0003 (0%)] Rec: 0.080, KLD: 0.032782555, Loss: 0.113077
====> Epoch: 1960 Average loss: 0.03769
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.677
======================================================
Train Epoch: 1961 [0000/0003 (0%)] Rec: 0.078, KLD: -0.011920929, Loss: 0.066306
====> Epoch: 1961 Average loss: 0.02210
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.679
======================================================
Train Epoch: 1962 [0000/0003 (0%)] Rec: 0.079, KLD: 0.032782555, Loss: 0.111284
====> Epoch: 1962 Average loss: 0.03709
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1963 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059355
====> Epoch: 1963 Average loss: 0.01978
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1964 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101621
====> Epoch: 1964 Average loss: 0.03387
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1965 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.076371
====> Epoch: 1965 Average loss: 0.02546
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1966 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104694
====> Epoch: 1966 Average loss: 0.03490
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1967 [0000/0003 (0%)] Rec: 0.076, KLD: 0.005960464, Loss: 0.082289
====> Epoch: 1967 Average loss: 0.02743
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.688
======================================================
Train Epoch: 1968 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.101540
====> Epoch: 1968 Average loss: 0.03385
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1969 [0000/0003 (0%)] Rec: 0.077, KLD: -0.002980232, Loss: 0.073929
====> Epoch: 1969 Average loss: 0.02464
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1970 [0000/0003 (0%)] Rec: 0.077, KLD: 0.026822090, Loss: 0.103712
====> Epoch: 1970 Average loss: 0.03457
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.690
======================================================
Train Epoch: 1971 [0000/0003 (0%)] Rec: 0.075, KLD: 0.011920929, Loss: 0.087240
====> Epoch: 1971 Average loss: 0.02908
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1972 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087488
====> Epoch: 1972 Average loss: 0.02916
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.691
======================================================
Train Epoch: 1973 [0000/0003 (0%)] Rec: 0.079, KLD: -0.002980232, Loss: 0.075645
====> Epoch: 1973 Average loss: 0.02522
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.702
======================================================
Train Epoch: 1974 [0000/0003 (0%)] Rec: 0.078, KLD: 0.011920929, Loss: 0.090070
====> Epoch: 1974 Average loss: 0.03002
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.700
======================================================
Train Epoch: 1975 [0000/0003 (0%)] Rec: 0.078, KLD: 0.020861626, Loss: 0.099101
====> Epoch: 1975 Average loss: 0.03303
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1976 [0000/0003 (0%)] Rec: 0.077, KLD: 0.032782555, Loss: 0.109637
====> Epoch: 1976 Average loss: 0.03655
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1977 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.071004
====> Epoch: 1977 Average loss: 0.02367
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.681
======================================================
Train Epoch: 1978 [0000/0003 (0%)] Rec: 0.077, KLD: 0.014901161, Loss: 0.092079
====> Epoch: 1978 Average loss: 0.03069
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.671
======================================================
Train Epoch: 1979 [0000/0003 (0%)] Rec: 0.081, KLD: 0.020861626, Loss: 0.101492
====> Epoch: 1979 Average loss: 0.03383
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.686
======================================================
Train Epoch: 1980 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079428
====> Epoch: 1980 Average loss: 0.02648
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1981 [0000/0003 (0%)] Rec: 0.078, KLD: 0.044703484, Loss: 0.122250
====> Epoch: 1981 Average loss: 0.04075
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.710
======================================================
Train Epoch: 1982 [0000/0003 (0%)] Rec: 0.078, KLD: 0.029802322, Loss: 0.107841
====> Epoch: 1982 Average loss: 0.03595
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.704
======================================================
Train Epoch: 1983 [0000/0003 (0%)] Rec: 0.078, KLD: -0.014901161, Loss: 0.062912
====> Epoch: 1983 Average loss: 0.02097
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.698
======================================================
Train Epoch: 1984 [0000/0003 (0%)] Rec: 0.077, KLD: 0.017881393, Loss: 0.095059
====> Epoch: 1984 Average loss: 0.03169
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.683
======================================================
Train Epoch: 1985 [0000/0003 (0%)] Rec: 0.078, KLD: 0.023841858, Loss: 0.102325
====> Epoch: 1985 Average loss: 0.03411
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.680
======================================================
Train Epoch: 1986 [0000/0003 (0%)] Rec: 0.078, KLD: -0.005960464, Loss: 0.071928
====> Epoch: 1986 Average loss: 0.02398
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.673
======================================================
Train Epoch: 1987 [0000/0003 (0%)] Rec: 0.077, KLD: -0.005960464, Loss: 0.070743
====> Epoch: 1987 Average loss: 0.02358
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.675
======================================================
Train Epoch: 1988 [0000/0003 (0%)] Rec: 0.077, KLD: 0.008940697, Loss: 0.086306
====> Epoch: 1988 Average loss: 0.02877
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.676
======================================================
Train Epoch: 1989 [0000/0003 (0%)] Rec: 0.077, KLD: -0.017881393, Loss: 0.059194
====> Epoch: 1989 Average loss: 0.01973
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1990 [0000/0003 (0%)] Rec: 0.076, KLD: -0.005960464, Loss: 0.069707
====> Epoch: 1990 Average loss: 0.02324
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.708
======================================================
Train Epoch: 1991 [0000/0003 (0%)] Rec: 0.079, KLD: 0.008940697, Loss: 0.087694
====> Epoch: 1991 Average loss: 0.02923
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.701
======================================================
Train Epoch: 1992 [0000/0003 (0%)] Rec: 0.077, KLD: 0.011920929, Loss: 0.089114
====> Epoch: 1992 Average loss: 0.02970
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.695
======================================================
Train Epoch: 1993 [0000/0003 (0%)] Rec: 0.079, KLD: -0.026822090, Loss: 0.051724
====> Epoch: 1993 Average loss: 0.01724
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.685
======================================================
Train Epoch: 1994 [0000/0003 (0%)] Rec: 0.076, KLD: -0.002980232, Loss: 0.073189
====> Epoch: 1994 Average loss: 0.02440
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.670
======================================================
Train Epoch: 1995 [0000/0003 (0%)] Rec: 0.079, KLD: -0.017881393, Loss: 0.060626
====> Epoch: 1995 Average loss: 0.02021
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.678
======================================================
Train Epoch: 1996 [0000/0003 (0%)] Rec: 0.078, KLD: 0.026822090, Loss: 0.104930
====> Epoch: 1996 Average loss: 0.03498
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.682
======================================================
Train Epoch: 1997 [0000/0003 (0%)] Rec: 0.076, KLD: 0.002980232, Loss: 0.079235
====> Epoch: 1997 Average loss: 0.02641
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.689
======================================================
Train Epoch: 1998 [0000/0003 (0%)] Rec: 0.078, KLD: -0.008940697, Loss: 0.068562
====> Epoch: 1998 Average loss: 0.02285
Training time for epoch: 0.06s
-------------- Validation --------------
Val rec: 0.699
======================================================
Train Epoch: 1999 [0000/0003 (0%)] Rec: 0.083, KLD: 0.005960464, Loss: 0.089078
====> Epoch: 1999 Average loss: 0.02969
Training time for epoch: 0.07s
-------------- Validation --------------
Val rec: 0.697
======================================================